{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# UserCF案例"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import scipy.spatial.distance as ssd"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 用户的特征向量\n",
    "r1 = np.array([1, 4, 2, 1])\n",
    "r2 = np.array([2, 4, 2, 1])\n",
    "r3 = np.array([5, 1, 5, 4])\n",
    "r4 = np.array([2, 5, 3, 4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "用户1-4的平均打分： 2.0 2.25 3.75 3.5\n"
     ]
    }
   ],
   "source": [
    "# 用户平均打分\n",
    "r1_avg = sum(r1) / len(r1)\n",
    "r2_avg = sum(r2) / len(r2)\n",
    "r3_avg = sum(r3) / len(r3)\n",
    "r4_avg = sum(r4) / len(r4)\n",
    "print('用户1-4的平均打分：', r1_avg, r2_avg, r3_avg, r4_avg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "用户1-4特征向量去均值结果： [-1.  2.  0. -1.] [-0.25  1.75 -0.25 -1.25] [ 1.25 -2.75  1.25  0.25] [-1.5  1.5 -0.5  0.5]\n"
     ]
    }
   ],
   "source": [
    "# 特征向量去均值\n",
    "r1_ = r1 - r1_avg\n",
    "r2_ = r2 - r2_avg\n",
    "r3_ = r3 - r3_avg\n",
    "r4_ = r4 - r4_avg\n",
    "print('用户1-4特征向量去均值结果：', r1_, r2_, r3_, r4_)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28.5"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 求Pearson相关系数\n",
    "X = r1_ * r2_\n",
    "sum(X)\n",
    "Y = sum(r1_ * r1_) * sum(r2_ * r2_)\n",
    "Y"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "用户1和2、3、4的相关系数 0.936585811581694 -0.8716019289105665 0.7302967433402214\n"
     ]
    }
   ],
   "source": [
    "sim1_2 = 1 - ssd.cosine(r1_, r2_)\n",
    "sim1_3 = 1 - ssd.cosine(r1_, r3_)\n",
    "sim1_4 = 1 - ssd.cosine(r1_, r4_)\n",
    "print('用户1和2、3、4的相关系数', sim1_2, sim1_3, sim1_4)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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PCAEhIASEgBAQArcGAXFi6sXORRSZ1pdoNOZXxapUNg0Jx44Qdc2wiphNK3wnjKCDSQSmQnPnbgzq14qQPfEocZOCmHNE54zEvbIVkFW2tPMfx2APy56OJicH09V+7Z1dcKww+A24oE3h0Gevc6iqrtUejHjseaZ2r4ZnpWpBr9tn1n1NTFg1nRhFF3VTuo97iMfdfuO/Wy/TedqD3NG1wi6hVWkt94WAEBACQkAICAEhYLUExImpD9OqW9C8qRqyiyu9NZePczBqCJN6Nan+r+2aZCIilT1AFAVUqNv6MKhTZR6M8pwdbdq2xkkVT7YOdAWJxCcUQBPLk3ulvsXbp02le4foCgtL9oZRRrG1baSpZPXxLlgc0x7PQdN5wjsfBwejXfM5vXE1myOUPW6q8SnMpkD/mI6s0F/48Nyv1WikOFFN8Jn2OPf0sPxeVK8jeUoICAEhIASEgBAQAjeGgDgxN4Zr5b3aedG7Zyv2xcfpJ/+6wjgOrF1F8rDbGTdqEB2bVsMJyL9MbIKxDkVFU8+WqK4mkFD5yOh0djio0Dsx6LLIyKi84lzVtA3tqqpvUduUcb6KiqqTN1WFoPV1W5vMiU1fcqmul1hWFh6rxafUgVEa68jPTiUlJbd6TkzJeDo0uRmk5JZcqPxArSHHsE9Q5Q/KXSEgBISAEBACQkAI1A8BcWLqhbsdnUdNwDf8WwITC/UTUl1BMmf2/kBk8G669x/KEN/B+HRQNpk0/9Gkp5FeMtHUknZkAx8eMf+sxas6DQX5ym/1lpO/1M1a4FbFhN7GyVHvGBWPo6MgJ5trWnCwnIFmUaQa3VA3Z8DU+xle5RJrtjRpXc2ogu4aSecjSaqRINV9uPLC/qp7UeHSsj0dO+ZX7sTkp3ElMbMkSufs3g4PlxoYQ+WKm9P1ylq1NvKEEBACQkAICAEhIARqS0CcmDLkVKhN5246XcmywWUeq+JEVybXxwYbc55IE2+mPDIHl42b+DMihWJ/RIc29yqRQVuJCtnN9m6DGDFmNH7d3Sqkc2lycw0F/VUIU8VtrVar19HiFNfOHkeLN4s7t2nejKY2Koyb1GhTrpJYCC2MWVBVyFD72zY4t+xA587VdFCqM5BNawJmTaF/U9MXoToNK3lGc4Fda//gbH4lz5i5pU2N4WKhB11aGRd9cKDX3Y/Ty8yzpZcyObnhI9YbQnLqpv2Y+NiD+FZzT6DSfuRICAgBISAEhIAQEAINl4A4Maa2Udtja0JEV5BvcC5MH6rqWEt+YSEljozKDnsLc2wbtz5MeKQzPqEH2bsviFOXMigwNNRp80iOOsSmc6EcD5jCrIkD8SwXESn1lVQ4uXegTTMT4asSU3/fBq+mVax6pVKVSRUz2619KzxbqgmLL67x0WZc5mJSIb3alxPYbOOGdtGeJq260K1ON7tM51CNfSIN8Uc28umuVDx69Gfw8FGM7OVuMTJnpJh/7k92nkwvdr5VrvQadyeDxYEx4pFvISAEhIAQEAJCwEoI1HTWayVqW1LDHmdnB1QUFafr5GaQnlPTvCgN6ZnZpek+KleaNKkMsxNePuN4wGcUd14I5XBwCIdDL+hTxRQnRafN5tKhH1ircmL+1F4UL2oMNg4OJilcapr1ncijEztXiNhY0rROr9t50alDU9TxacWTZ2084aeucHv7TvUjz/Uop00hdPNarlhwPGvVtS6LKzWtidEkcSYqHo2miPiIYE60HcrwXlTuxBReZt/vQSToV3tQ4dx9LHf7eVbeplYKSSMhIASEgBAQAkJACNQvgcpm1/UrWb2MrqalW3PU5OiXPNZpkrgSWwBulmtGKoqZS3xCakkamsrBDfdq7bZuT4vOQxjfeQijx0Vw6I+t7DoeV7x0sa6QxJBdBPt153ZD/YeSwuVaksKlJTMtlSLqyYnBga69u9H08GHSlXUCdBoSjh7k1PAODGpWRS5aRYD1e0WXQ8LZsCoXSKidkNUPx2hTIoi6Urxwg0rtRS/v1lU4hBriA7ey/1JxvYzKuRu3TxxOazOpjHnxpzmb34V+nZxrp4a0EgJCQAgIASEgBIRAPRMQJ6aMAezwbNMKZ9UVsvRhkGyiw6O45uNDtad7GRFEXTJuZKnC1qs9HWr4q769ey9G398GD4c1rA1K0pea6ApjiT6XyRivFsXpXQ6taN1SzRl9CpeOvNhLXMofTK8bXodSBljJiWOPoQzwPMafhhXTtJmh/LHdh64z+tGo/Bh1S/qOHU6Xahu8BIHlA20Cx7cf5nK1ozFaUs9EEmuIqKi9euHduvLUPE1iIFt2nUO/bZDKhe7jJjOiTTkPpjCZ8L1b2Lz3NCmuQ5j9xEz6N29kTqZlynJHCAgBISAEhIAQuIUIiBNTztiOnbvTyek4p/SzQS0Zpw8QdKU3Y9tWPoks7qaAmKAgIo07PyobRfboSYvazBPVTekx2BvPkCSK/RQtOdlZaDA4MXZt6NKpGX/GF0d9tGlhHDtzB70GVLZzZTll6/LUvhPDR/fl2A8nyTREY1KO/ML3Hk2YM6YTxtL0uhyy7vpSYevcglatctHYtKb7oOEM97Sh8OJu1v92igytDa3972emn3vV9UGKUAXn2fntFsKytNh4+nLftD6khsZQkK+iSRMlXbGKjzaV8IgYChVHWqXGq5c3lfowmkSCNu8kMkffAJcedzB5uFfFNLL8ZKJOnuFqvg5d/lE2beyI11x/PMv5OlVIJ7eFgBAQAkJACAgBIVDvBGozva53oW+oAE17M7BPs5LJqi7vArt/+p2IKvZTAS0ZZ37nl32XSxYDUDl3Z/DA2tck6DQatMq8VP9R4eDoZDIxdaDrgL54KCllykebSeiOPzhdpZzKw/kkhIUTW+3IQPEQlf9XTYtBdzK+T9OSFd502izObvuaL349QWINVubSZl3kyPEL1KBJ5aJVeVeNe8BfWPjSS7y0cI7egVGaaLOvcvnyZS5fjiU1t0rXo3QUXR5p8Uq7y1xOyqTQri9Tn3mRl156gfl3dqOqwJw2NZwzl4qX3lapW9OzT2WpZIXEH9zEHxHFdVjqpt7cPSXAbBoZrr2YMHUUbe0VXbRkhm/ll32xhg0xS8WXIyEgBISAEBACQkAINHQCEompYCFXvEcNp3PYVqL1ERUdeZf3sfbjZEbeMZZhPh1pVi4oo8mOJfTgTv7YF6b/lVvfpcqBDsNuZ5CbGT8x/zi/fBOF28gx+PX2NB+l0CRzKug0Vw1OjMrGg46dlXqd0o9952GM7HWMn8OUCayOosQgvv8K8mbexZC25vOhcuNPcWjPTv6MdGfq631oV9rd9R+pPfCdNp2E1PUcjCtOqVMWJri4fz0fRRxl6DB/hg7oRRtXMz/9a3NJvnCG0NCTnDgZQVLbyfQa2JkbkR2nTYsk8PAFsirf5xPt1csUBzd0ZMcE88fvpvQrwaVLJyGv2HC6rEuE7PjdvI2VLlS2ePa5jUElK7lpSQ0/wyV9GAbUrXrSx6vcC2cydP7FPfz8x1m9nCobNwZOmsLQSkIrTt1u594x5/n0j4vk6a4RvXMjezo9zoTON4K0iaByKASEgBAQAkJACAiBOiQgTowZmDZtRjD1zgt8vukMGfpQiI6C5DB2fRfOn7+2pHUrd5q52GOjK+RaZjIJ8cnkFCpuhOGjUtO0153cO6aj+V/ddRqyY45w6Mtj7PboRPeuHWnbyo0mzg7Y6grITonnwpmThMdmGSIxapr0GYFfh3KTWbU7Q++5m6grP3MqXSkC15EbG8j3K8M52LM3PTp64dbEAXVRLtnpV4m9EE30pSSyi3SonN2N0tbpt7qZN5Meuh++/ZGDsbnFS03rdOQlnWH//yI4sNmJ5p6euDdzxclORVFBHnnXMklNSiYjr7iQXRHoRr6YmsxognftJq54Rehq6K8hMXQ3idV4svwj2vQoDu6MKn+59FzlQF+3EaVOjJJKduZScSoZNnj27EObcmY3NtamnGDTD3u4pDhMKjs8/aYwcaAh3dD4UIVvBzqMnsrt5z5ha3QuuvwY9v6ynU7zJ9PTpcLDckEICAEhIASEgBAQAg2SwI2cKzZIhasnlB1ewx9grvZHvtt2iqvFO1GizMiLcpKJPZ9MrKWOVA60GnA3s+4dTtuq8oZ0Gq4lRXNS+WOxPzWunccwa9pQ3M0EApSai5kP5qJZv43wtOKloXWFGVw+HcTl0xY7xb6FG3W5n6PpSDYtfZj6eAvabN3E7yGXyNQY3TsduqJrpMVdJC3OtEX5YxU2Njfu1VTbN8GjTVtUlUZi8klPSCFHo0Nl64p7q2bmHdLyouvPC8hMTCZLcRYdmtPK3cUkDbBcA5Udbk6lqWra5NOEXSxOJcPGg5592ppdlaww6QS/rv+Rw0nKsyqcOo1l5j3eVKsiyq4do6bewdk1vxGVo6Mw4RCbfu/KguneJUt4l5NSToWAEBACQkAICAEh0KAI3LiZYoNSszbCONFx5Fye6nSUP/ce4Gh4LJmm0ZZyXarUjrTo5M3QEaMZ6eNFpYsyq5vj1b4FUdFp5JUWvZTtUaXGoXlH+g27nXHDe+FeiUPk1Ok25j7ZhoM7drD/eOkeM2U7LC4SV/r0HjqCMSP741VJnxXa1vSCU3t8py+g99ATBB4K4Xj4BZKvlUZazHWnUtnTpE1X+vgMIcC//w2bUNt4jWTOsyPNiWC4piX1yHpW/5CsQMOh6zgefWQE1d4zMj+cHxd/TXCaDrXnUB54agLV2ztTQ9LpMGL0q5KB2r0nvcsvKKHsG3RkF1u3H+J8hsJThbpZHyZMGoxr2hVicnPJzcsjLzePPOU7L5dr13K4lnONa9eukXNN+c4pPs41qKsr4mrIr2zp3o6ZPqX1YJUAkltCQAgIASEgBISAEKhXAqqkpCTjz+T1KkhDH1yTncD56ItcSUwhIzuX/CItKhs7HF2a0sK9Ne07d6Vjy0pdlwoq5qXGcP58DAnJaWTm5FOgAVsHR5ybtqR1u85069oaVzPRlwodmVzQZMdzNvIclxNSybyWj0anxtbRmSbN3fFq34Wund0t12eY9FPnhwUZxF28QEz8VVLTs8gtKKJIp8LWzhFnV4VhK9p27ET7Gu3JU+dSAhpSw7bx3+//5OI1HSp1S/weeoYZ3jXItSpxYrTYtL+DZ6rrxGji2Ll6BdsvKRE1NZ4jH+e5KeUWAiiM4fdVq9kVa9iQtc4QqFC3GMD9Cx5gUK2W06szQaQjISAEhIAQEAJCQAhUSUAiMVUiKn7AxrU13fu3pns1n6/OY45uHeij/KnOw9V8xsbVi16DvehVzedv2mP2zWjTYwBtety0EWs8UP7VCIL37mTvEUMKnMqe1gGTGd+7Bg5MjUctbVB45SSnYg3RKrUb3Xt3qJjCZteOIUO6cuBKJIa1A0o7sHikQm1rj5OzM84uLrg4u+Ds4oyzswsu9plEBp4ioVCHNv0kWzf3pNNfhmBuPQqL3csNISAEhIAQEAJCQAjcZALixNxk4DJcAyJQmEVCzEUuXTzPuXNRRJ1P0tfAKBKq1M60C7iX2ZO9aVrDaFjtNCwk5uRp4g31Q+rm3end0Vy+nxr3Ab547znLiVxHXFxdcHFxxdVFcUxccHV1xcXwrRw3adKEJk2b06yZk9naGsilF0l8sT+BIp2W9FPb2HykEw/6VnNPnNopK62EgBAQAkJACAgBIXBdBMSJuS580rhRE9Bc5cSW79gVk19mZTnnVt4Mu2MCY/q3viFLPJtlps0g9ZoNzrYqsotUNOvWC4urHrv2Z/rLvZnlYF9myW2z/VZ50YnuY+9i6Jm1BKU44OUzjCFdmtZBv1UOLA8IASEgBISAEBACQqDWBKQmptbopKE1ECi4vIvPP91OjLol7bv1wttnMIP7taPJ9URfCi8TtHkf53J0qN36ceed/audnlWYcZmIUxHkeI3Cv+vN2rtFS2ZEEKH0xK9XSwsRG2uwtuggBISAEBACQkAIWAsBcXdVgcoAACAASURBVGKsxZKiRy0JaMlKTce2uRtO1+O41HJ0aSYEhIAQEAJCQAgIASFQcwKSTlZzZtLCqgioaeLmZlUaiTJCQAgIASEgBISAELB2AvLbs7VbWPQTAkJACAgBISAEhIAQEAJWRkCcGCszqKgjBISAEBACQkAICAEhIASsnYA4MdZuYdFPCAgBISAEhIAQEAJCQAhYGQFxYqzMoKKOEBACQkAICAEhIASEgBCwdgLixFi7hUU/ISAEhIAQEAJCQAgIASFgZQTEibEyg4o6QkAICAEhIASEgBAQAkLA2gmIE2PtFhb9hIAQEAJCQAgIASEgBISAlREQJ8bKDCrqCAEhIASEgBAQAkJACAgBaycgToy1W1j0EwJCQAgIASEgBISAEBACVkZAnBgrM6ioIwSEgBAQAkJACAgBISAErJ2AODHWbmHRTwgIASEgBISAEBACQkAIWBkBcWKszKCijhAQAkJACAgBISAEhIAQsHYC4sRYu4VFPyEgBISAEBACQkAICAEhYGUExImxMoOKOkJACAgBISAEhIAQEAJCwNoJiBNj7RYW/YSAEBACQkAICAEhIASEgJURECfGygwq6ggBISAEhIAQEAJCQAgIAWsnIE6MtVtY9BMCQkAICAEhIASEgBAQAlZGQJwYKzOoqCMEhIAQEAJCQAgIASEgBKydgDgx1m5h0U8ICAEhIASEgBAQAkJACFgZAXFirMygoo4QEAJCQAgIASEgBISAELB2AuLEWLuFRT8hIASEgBAQAkJACAgBIWBlBMSJsTKDijpCQAgIASEgBISAEBACQsDaCYgTY+0WFv2EgBAQAkJACAgBISAEhICVERAnxsoMKuoIASEgBISAEBACQkAICAFrJyBOjLVbWPQTAkJACAgBISAEhIAQEAJWRkCcGCszqKgjBISAEBACQkAICAEhIASsnYA4MdZuYdFPCAgBISAEhIAQEAJCQAhYGQFxYqzMoKKOEBACQkAICAEhIASEgBCwdgLixFi7hUU/ISAEhIAQEAJCQAgIASFgZQTEibEyg4o6QkAICAEhIASEgBAQAkLA2gmIE2PtFhb9hIAQEAJCQAgIASEgBISAlREQJ8bKDCrqCAEhIASEgBAQAkJACAgBaydga+0Kin5CQAg0bgKBgYG8//77DV6Jhx9+mHvvvbfByykCCgEhIASEgBCwBgLixFiDFUUHIWDFBHJzcwkODm7wGvr7+zd4GUVAISAEhIAQEALWQkDSyazFkqKHELBSAmPGjGHmzJkNXruUlJQGL6MIKASEgBAQAkLAWghIJMZaLCl6CAErJaBSqViyZAnnz5/n6NGjZrV0cXHh7bffxsHBwez9urhYUFBAWloaO3fu5PDhwxW6VO7JRwgIASEgBISAELg5BFRJSUm6mzOUjCIEhIAQqD2BxMREJkyYQFxcnNlOpk+fzurVq1Gcnhv9iYmJ4fPPP2fNmjUlQynpZL/++mvJuRwIASEgBISAEBACN46ApJPdOLbSsxAQAnVIoFWrVqxbtw4nJyezvf78888sXbrU7L26vtihQwfeeecdli1bVtJ1ampqybEcCAEhIASEgBAQAjeWgDgxN5av9C4EhEAdEujXrx+rVq2y2OOiRYtuajRk9uzZzJs3Ty+PpJNZNIvcEAJCQAgIASFQ5wTEialzpNKhEBACN5LAxIkTee211ywO8dRTT3H8+HGL9+v6xqOPPqrvUonE6HSSnVvXfBtXf3nERZ4jWdO4pK4TaQtjOXsus066ajyd3ML2bjxGqpmkt+R7XDNEDelpcWIakjVEFiEgBKpF4LnnnrO4J0teXh5z5syxWDtTrQFq8FC3bt1Q6mE0Gg1ZWVk1aCmPWhOBrKjfWfbENOYuDyFda02aVVOXogv8+Ny9zHn3J0JTrd+Lu+XtXc3XotE9dou9x43OPuUEFiemHBA5FQJCoOETUIr3lfqXgQMHmhU2KSmJBx98kOzsbLP36/ri/fffr+9Sllmua7KNob9UTvz3Ze6f9R5h/V5n7bLZdLNrDHLXsYxOI3nly3cZfmkZD9y7gNX74yms4yEaRndi74ZhhxskxS3zHt8gfje5W3FibjJwGU4ICIG6IaAU+K9duxYvLy+zHZ4+fZonn3wSrfbG/yzu4+Ojl0HqYsyawnovFlxg6z/m8eD/naT/P9fy0YKRtLG3XnWr0szG05/5H33NP4ee48OHH+C5b46TXlWjxnRf7N2YrFVrWa3+Pa41mYbXUJZYbng2EYmEgBCoAYHQ0FCUOhkljczc5+mnn+att94yd6vOruXk5PCXv/xFv1fNoEGD6qzfW6ejVI79dykr/hvIFZtOjJjzHAtn9KVJQwZQcJ5Nbz7Owg053LV4HR/O6sYt7L+UtVReBOuffYhXthQx5vXVLF/gh1vZJxrfmdi73mx25MgRlNrDzMzrq7lSIvivvvoqjz32WPV0scb3uHqaN5qnbF566aW/NxppRVAhIASEQDkCytLLSl2KpT1aQkJCaNeuHcrKZjfqY29vj5JSZikqdKPGtZZ+C8K/5Nl5S9l1MYHE2EiO7k/Aa9IkBrawaZgqapLY++8nePazMNo9vJSPnhxKM8lrKLWVrTveQzuSuud7ft50gCutRzCunzuNdndtsXepbevhSNkbbOvWrfqouq2tLbX9Y2dnx9ixYzFGzqtUxdre4yoVbnwPSCSm8dlMJBYCQsAMgSVLlvDBBx+YuYP+Hz1lH5mAgACz9+Vi/RLQxP7I05Of5afYIkCNfZcH+eS3D7jHoyE6MYWc/+FZHlj4E1fa/YVVGxczxashylm/NgUNV3e8zcx5XxDh7McLX3/NSwEt6luoWowv9q4FNCtqYi3vsRWZxEQVicSYwJBDISAEGi8BxUE5d+4cERERFZRQ6mK2b9+uTztr0aIxTqQqqGRVF9RNvRk2shdeLdvjPfJennptAXe2d2yQOhZGreflZ1YSkunC8Gf+w6tjWyEujDlTqXHp1AOns7/xx/FIjp3RMuCe0XRyNvdsw70m9m64trk5klnHe3xzWN38USQAfvOZy4hCQAjcAAJKvvPy5csZMGCA2d6VonulbiUjI8PsfblYvwRa9LmHx155m7defJg7ujfQapjCC/y4eBm/xxVh6zGe+6b2kjqYyl4bm/bcM2cGvR20XDv1FYs+Ocj1VTVUNtgNuCf2vgFQG2GXjf09boTIqyuyODHVJSXPCQEh0OAJGFcsU+pkzH2USI1S1FlUpKQtyUcI1IxA8p7P+HhrLEXY4jFmPGPaSAymKoKuQ+/hHh8n0F7jxDcf8V14QVVNGsx9sXeDMUW9C9KY3+N6h3cDBRAn5gbCla6FgBC4+QRat27NunXrcHQ0n460d+9e3nzzzZsvmIzYuAkUhPPj5z9wVpmDq1sw4raReDRujW6O9Pa9GTGqFw6ANu0AX3+zh5SbM/L1jSL2vj5+1ta6sb7H1maHcvqIE1MOiJwKASHQ+AkoKWUfffSRRUW+/PJLPv/8c4v35UZNCOSRfCGMY4dDOHE2idwyTQuICz/BhWrlEGnIir9AbHr1dnvX5CRx4XIKFZ/WkJ14jtBjoVxMq2q7xVwSz57gaOhF0ip2VEaTrEPf892hTJRdh9TOgxg8uHa1VblXozkddon0qkQrM/rNOcm7eoGYlCpAAJrMWMJPR5NsflXzcsI60mfQINrolyYr4Pyv37HlYtVjGDtJO/IpL7y8ltAs45WafRfG/sH7z7zDlks1A15X9i4jbUE6sRfjMbsFb/YVwk+cIT6nTAs5qYzATeV5fe9xZWrIvdoTaLQrHtZeZWkpBITArUBgypQpREZGsnjxYrPqvvHGG3Tp0kW/5KbZB+Ri5QQ0KRz7cSUrPvuRPWFJ5BbP7ungP425j8xj9p39sA/7gpf/dpx7Nn1M56YmqVeF6VyOOsOZiCiizkYRFRVFZHgYESl+vLvnc+Y0Nx1acW6iOBMeSWTUWc4qz0ecISw8lq4LN/PDMy1LCuuzIzezZulKvtlygsR8cGg3mhc+WsVzw1uadgjkcG77Zyxd/jWbj8WRizNdJ7/DFyvm0sdsAC+FP3/dUhyFAex6+uDT2kSfcr2bO82O+p0vPlrB5xuPkVjkTO/Zi/nmg3vpZGfu6eJrmYe/49Pdl4odNZc+THl8Er3qajOawnRiwk9y/OQpTp8+RejJ45wIi6fLs/9j40uDMYsBKLzwC6/Oe5n1Yddo6f84i1e9wV3tK1ECcPL2xttJzYUsLdq0P/l1ayT3L+hTZT2RJmkL7z/9DusvqAjMVPHp4jn0dbXMq/wdTdxOFi14llVBaTS/6kWXtY/Ru3JRDV1cv73zUi4QGX6GyLNnORt1lqjIM4SHn6Po7pXsXjrJRNQ0Tny3hHeXfMuBSwW43/53NnzzOP3qys4mIzXmw4bAs7bvcWPm3tBlFyemoVtI5BMCQqDWBF588UX9BNncHjI6nU6/gdq2bdvo2bNnrce4JRtq4tnx3mM8szqENOde3P3cq9w3ogdupHH+8DbWvX43q9/pgHNaNCm9X+VFt9IJf96xL3jlo4PkOtmREf4nf4an6qMbCkfn23zxbVX6LJoEtvzrdX6Jc8Uu8Qg7Dp4jS3GWlI+DD7N9jRtMaojbvZjnFi5nX1xRSX/5sXtZsXgD44Y+RV/jpFCTwL7lC3n+w91cLjB2do3ozStZO2Mai8abWVQg5QB/7IqjuJJKTdPu3elqaZZvEK/0S0PC3qU8u3AZf8YWGGTLJvKXH9ixYBKPdbM0q87lxJbVLFsdQQFqWkxawoMmaEr7r8VR5hZeHvska2OulbAy9nJ6x05Cnx6Mr1n9NFzZ8wsbw4ojUleDPueDL29n9P+NxMnYgZlvG7dudFW8tVP5+tqYIzt2EfVon1KbmGmjXLLxHM3DT08h8LWfifrfm8y3seHTf8+mj4uFBiaXNfG7WbTgGVYFpaBuewdPPXtvNR0Y4LrsncfhNQtZEZiPvSaOkweOE3PN8J6p3Zke4EtTo5yFsfyx6Cme//gQVw1lekkhRwjLfJx+7saHbvXvhsOztu/xrW7BG6m/pJPdSLrStxAQAvVKQK1Ws2LFCoubm2VnZ+tXLEtOTq5XORvX4BqSfv+Qtz8NIQU3xryyhlWvPsidI3zxHTGB+59fxvpv3mBo4QViM9V49OlDN6MDATgOeoTlX33Jp6s/4dsvXmBMyZK7DvTx86Wj6ZzepjX3vPklX6xewZrv1vN/d3tg/EfLvr0/fn2VmbaGhN3/4m8LlnPUyZ8ps6cytJXx9zllVaxwIq8ZCGuSObD0KZ5YfBhH38ncN6EPTY0dFiURHX0Fc0lHmSEHOGScZeJAly6dqcY8Wj9oWtBHPPv3EHo/t4w3p3YuiT5odXnk5uksm74gkmNHL6Evg1c7MzjAH8+6cmLsPeh+22TmzPsrM0Z1pYmRAZAfeYhAfeGPOdFscO/Vh27OxgYFxFysOhUPu0507mRvsJ2WvJMHOHjRHOnyY7rQZ/YHfPLuNLrZ5RP182vMf+17IsrmLJZvhCZxL4uffJpVh5JRe43h5VXLecK/fDSuQrOSC9djb3Bk6PzVrPvmC774dhPfvjIS4yuudvUlwN+9OHJYGMv29+bzzKpSB0YRwLZZc5pX5hGWSHmrHDQgnrV+j28VW918PY3/J7r5I8uIQkAICIGbQMDZ2Vlf6O/p6Wl2tJiYGB5++GHy8/PN3peL5Qhokti96TcuKLNrx/6Mub17hV/hmw+ax4t/HYqz2om+3n0q3C/pUaMprWmx74yvbx+LaUzYedKmtathImyLu58fA10hJ/RLXn5hHQWTlrJp+y98smw5r0w3RmgUGR1w0Ps0eUR+/wYLP05m7KLv+fXHT1m54mkmNDf+M6ijSKOholuRR/hxJQXMILXajjZebUuckRJdzBxo4rfywd/34PP3lbw1dyKDO7qgMnbj0o72bU28u3LtC84e4E8lcqF8HPoTENAeU/+u3OM1O3X05bElK/jPon+zesN3LJrRCaPbR/5pjh1PKrVLuZ5dhz3D8v88SP9mCjc1jk2a4lqVc2XTjLbt2pSMob12gqPHUi2OUXZIV7zn/JtP3p1MV7t8In54hfmv/0SUhXocTdJ+lj75FMsPXAXPUSxc+RFPDzM4DmU7tnBWe3tX7NBobeWOGufBAfjrN0bN4tinL/LqDnce+vcKXhzvZWCjpqX/UAaYjYJV7P3Wu1LPPK/rPb71rHUzNDb+3/tmjCVjCAEhIATqhYCXl5fekXFwUNZIqvgJDg7mhRdeQEkxk08VBAovER2dU5yGpMkkw2whvj29R43C26U7ffpYnkBmnwnnjGEyatvKF19lKV5Ln7wITpwwpHSpm+LrNxTX1P0sf20ZV+74D5+8N4u++jwdDdeuGeRTfJie3enqAFlHPuGN98MY8s/VLJo7iJbKxFtTRKGJc+Lu7lHROdEkEn7mAiUurm0rWrWqThymgDP/+4XUme+xcLQnNoVxhIVdLIn0OPb1po/F+o5Covft5XhecRqSQy9//LtadngsIavWdbuO3H3/JHoau9fm6lMwLS+E7Ervmf/k3Uf746B2wadfJU5qiQC2eHh6ltQuoc0hLDy8OMpU8kxlB03o99AS1vxjEp1t8wjf8DLz3/iFc+UcGc3Vg6x4+ik+3JcEHsN5ZuVKnh9pMm5lQxjv1drexg5Mv7OJjIigWEwH+gb408lOQ9y2f/HKf1159pOVvDZ3JnOnjcDTFtRNBvGXv0yghuVWpgNa+XF987ze99jKzVMP6okTUw/QZUghIARuPoGBAwfqU8ssjfzDDz9Uet9Su1vvuh32xglv/im2bDpkdslc+84d6ejZB+8eln5WzuXUiROk6efpapr7+jGkTEF/WbKFF0MICi92JdQug/Ebqmb/8nf4xe1ZPnx7Mp2MMhWcJTws2VC/4kD3IYPolBPI6r9/A49+yKLZfUpSwXJCT3Ha4Cjg0JPePc0IUHCBi+dNpvQ2LWjerKrQgyK7PX2f+JxPH+lbHIlKO8rRE8YaFAd6DB5cNnXOVN2CSHb+cYRi0ezpPCwAfeac6TN1eOwycDjDOxgBFhF/9hyxlWZ7qdBpNNB8BHeN61SNCJEdrdxblkRioID4CxdJqv4iZUAT+s9THJm76WR7jdPrX2L+25swmkaTHMjKp5/kP3vi0bYMYMGKVbw0unWp41RdXrW2t5kBck5y9GhascPv0J0A/56oLv7Mu++fYMQ/32eOfpUCG1pP/TvrvvmctT99ycLhJRUzZjq8xS/VO8+6eI9vcRvWsfrixNQxUOlOCAiBhktg2rRpLFy40KKA27dvl2iMRTqGG45d6du3tWFCWkDE1//gvU2XSiIMJc1bTGTR1ncYb2lOVnCGwyHGmg8XBvsOxXLVgoa4oEBOGH55d+jnS78rn7F4b29e++fD9DeJaBTGHuXIGUPcxL4jAf5dOfnp+2xu9yL/WmBSVE0eYYcPc9ngn9h38mWouaW/riWSkGAM1wCqpjRtZprWUqJxpQeZRw9zON1Q4G3fAX9fb4upc3mnf2fbEYPDY9uGAP+BllPyKh21mjddfOjf35iqBwXnL3DRxG+r0EteOAcOnKf91NlM7Fy9JDcHV1dKSmmUVc7i4oir1FGqMCrQlIGPfMiat++kg20OoWtfYP7fN3MhKYiPn13AB7vj0LYYyvzlq3jl9jY1d2CUIevI3kpXeaeDCLpUDNK+4zD8va/w06LVpN7/Hi+MNYkQ2XjQ747JjB/YumIk0ByGW/RaQ+BZN+/xLWrAG6B2SRrsDehbuhQCQkAINDgCL7/8sj5dZvPmzWVka9WqFV999RUqVc0nqGU6svqT5oycPh2fH5dx7JoWbf4ZvnttIW09PuWFYaZuiCNNK9lKpTA6iMAwQ4W2gw9+vpVMOjXJBAcdIVvvAzjQfbAHh1ZuxefVr5laZo1iDckhIXq5FDPYtg5giOMGFm/tzPPrZtHdGGxQbhac53BwhCFNzBYvf38GmMlmK0xOI11jcD6Udmp77B1q+vtfLidDgjH6QrathxEw0FJKWiaHNm4i1OCHqVv6EzDEzIppdfqeNaVHz+44EKzf56coJZ54JU3QxVzESUPijm/5KWY4jy8dW4njWVZAG2dXmtpCosE50qSkVbk3T9kejGfNGfT4UtZotPztvT848eWzzNzhRNylJLTNBvPo0o95Y3y7akSHjP2V/a4beyt9FhAVFEik3o62tA7ww+PXD/hn/lxWPTIQE7+7rAAN6Kwg9EeWbTpDZetP1E5cNU0HzmTBpJ41cNoaBs+6e49rR05alSUgTkxZHnImBISAlRNQVixTNsK8ePEip0+f1mtrb2/PN998g+LIyKdqAq5DH+Hlh3Yy75NQlNVji5IPsvSFt2jzzYc8YDF9zLRfDVeCAjlujKz08GNoZTUfmYcJCk4vTsuxb0vX9F3s6baQz8Z7lfu1PYPDQSFkGlLU3Hy7cOWzX/B66nMmtS87IdfEBxN0ssRTwN9/MOZcBV1eXtlJnMoWW7uyfZlqZva44AwhIRcNNSBqWgYEMNRM5prSVnNpM9/9L7rk2eb+AfhZeNbsWLW6aE/Hjh1xVgcX7/dTGEeckk/W1oyeqQdY89E2Ws37llk9qxeF0YtkZ1fGsdBm5xrS5WojcAuGPLGM1YVP8MiiPcRcykLt0IcHl3zM23d3KDNOTXuvE3srgxZeIujQqWInWe2GX69UPltbxNwVD9LbUoZlTYW9wc8XXA5k3apvSTTx4etmSHt6LhjF3ybVYGn7hsKzTt/juqF5K/ciTsytbH3RXQjcogSKiorIySndGnvJkiUMGjToFqVRC7VtPBj73Ls8FfpXFh9U9nnRUhD9C/94pQudvnyRgEoiMPrRNFcJCjxCjn5yZE97P1+8K5nYZR8PJNCwxLHaQU1EVDOeXzOu4pLD2ccJCjbUw6ib0Ifj/I8HWTmlY4WJbUpICEeLBUDdbCj+vhaE1mgM9TUGTjotOq1SzGFmgm8BZeGlI4SEGR2m5vgF+GN+tDQOfP0l268aZo1qF4YE+ONe/aEsSFD1Zcd27elgBymKmIWxJCSZpNAZm2uS2b3iXb6zfYgv5g0uqS0y3q7sW2Vri22ZIKeO61pHI/0iocfPY8zQ0xbGE34kgsS7OlHF3puViQl1YG9lAE1iEEHHilMC1U28sT36HRmzljC7ZAWFysVoCHft2wcw58nmZZ34OhFMicS0qsHfoIbDs87f4zrheet2Ik7MrWt70VwI3JIENBoNf/vb37hw4YJe//nz5zNr1qxbksV1Kd3Cn6cWvc3ZOS+zUV9AoSU18CPeWOLDhn+Mx3TPygrjZAQTGJxRHFmxdcfXt7L0mjxOBQYRa0hD0uak0W7y49xjJkqg5MwHGx9Uu3DheBKzVsyge4WAQbo+YlM8AVbjPDAAP0ubsDjYU3ZNuyKKalTLoeHq4WBOGBYQULsMYViAh9kJXFbIl6w+3hTvFnAkpXhpZX//thUcsAo86+CCnVdrWimcFCdGm0d6WgYaXE3k1JC4aynv/uDCI18uYFhNo0NaxdU1+djbY1/TrDxj88zjfLFwPv/Ydokil35MvceNkJ/+5Minz/GEzQo+eX08bSvY3Ni4iu/rtndx/ylBgQQbdmZV20cSkvoYax7oVYP0qSrkvAm37X1m8rLPTRioGkM0GJ51+R5XQ295pHICtf1fSOW9yl0hIASEQAMl8P7777N79269dKNHj+btt99uoJI2fLEce87in4seY5Bxt0RtLuHfLOLj/WmVCp91xCSy0mQovkMtVf8rpQURBAWdK1ni2L7HDB6Z2cvMxL6AqOAQzhkCHhQlYzP8MeYOMlN7knOC4JDEkhXM+gX46aMQ5oS2adaUJqaREG0eubllpuPmmplcy+Bw8BEM81kcBgTg387MDDvrMJ8vCcZndAeuZhT379AngIAupoU8Jt3W8aFNCw88laIV/UdDZqbixJR+NHG/s+S9rXg9+w+e8K/EXqVNyhzpigopNFnB3LZFOa5lnq7kJOskX73wBH/fepEil748uPhTVixdzaqXxuClTiXk42dZ8MEu4kyFr6S78reu395Kj2kcPhRkWHkPtJnu3P3kHPqbqbkqP76cmyPQcHjW2XtsTk25VmMC4sTUGJk0EAJCoLES2Lhxo74eRpG/c+fOfPrpp9jaGidujVWr+pTbBs+xL/D+86NwN/xros0P5/u1m7locRKZy4nAQOL02UpqnAf54ltJvlThxWCCjJs+qp3xve9+RpiLAhReJiTYUIOg1N+7Dub+B2+vmHKmrBoVHkywcfkth+74+fWw+At52cm9kieUTXaWReUqGiP7OCEhKSUOk3dAAN0q+DBpHFj1Pn8OeIJBKUeI17Oxp6u/P30qSbOrONh1XLFxo6WH0VvTkpmVWRo50cSwadH7HOj7Gu/M61+jNDKjRNpr1wzpg8VXbDw9ap4ml3WKtS/O5+3fzlPo3IfZ//6Ed6d1xdHGg+HPfMTKhbfhqU4hcPXTPPnvPSTUwExGOa/b3kpH2ccJDEoy2NwWj7sf4+FhNXf8jDLd8t8NiGedvMe3vEHrDoA4MXXHUnoSAkKgARM4deoUzz77rF5CFxcX1q5dS/Pm5mbDDViJ+hIt6yxBIecprSIyFcSVQY+8yVO3uVH8D4qWtP272R9vYQaZd5rAwPOGwnUHvP2GWoyCgIaEoCCOGVOxXIdx953mHQ5NcjDBR437sKhpOe5+ZvQz5wEUcD4kmAhDxMa+vT/+Zp8z6GjXkY6mywjr0kjPMAkpmKIwc5wXfoTDxhQ3+24MC+hdzmFSNj/8N+8G+fPyo04cDzQsO23bloCAATd2aWVTeW3caNHC6MRoyM7KMURi8jiz/h2WnBvPu/83na4VHDDTTiwf52dmYAgw6Xevd23fgZKtaSw3K72THca6l+fzxqZoCh17JMzJ3AAAIABJREFUc9+/1vDe9O6ly1TbeDLy+ZWsfHYEHiRz8KOneXLJPhItvIalHZc7uk57K73lhQZyqGTt7o5MnD6edka05YaT06oJNCSe1/0eV62uPFEDAuLE1ACWPCoEhEDjJJCcnMzcuXPJyyteDmvNmjX07FmDlXEap9p1JnXu8fW8/p9tXLJUC+Lkw+y/3UcPQ+aTNvcilwz7Y5QXoiA6mMCSfVw64zu0smVWUwkJCjGkYqlx9R/H2I7mZ9EZIcGEGHO2bDtw1xQLE0dNPCHBJ0uWVvb098fiaseK8PYd6dnDo3SjxqKrXE2+Vl4tC+eFxBw7SpTBYbJtG4BfuZyi3PBvefv9CO54fQGD4oIIOlv8sLqlH36Dza2XZmGo671s15IWzY0zbS0Z2dno0HD1zyW8vKaQvy56kbGW6oaqHLuQpJRUSleqdqBHj26lDkhV7XPC+e8rf+PNjWcpdOjJjPc/5l+zelV08GxaMfrFVXz01HDcSWL/sid5etkBrtbEkbkueyuKFHAm6BDRBps79JjIpJHml3GoSu3rv5/JhaOHOHYp6/q7qrceGhLP63yP642h9Q4sToz12lY0EwJCQFloqbCQefPmceXKFT2P1157jQkTJgibahMoJOHsWS5dukysYWJmrmnzoUMZ1NzwT4rKEQeHMktRGZoUcjnwEMaVjW29/PDzMRQKpB5kyRNv8esVkxlnegiBwYYdz9Wu+I8dbWHlqWyOBQdjWMAM+253MfE20z1rTCROO8LhoznFqVLqZvj6D0Wf6JN5mJVPvs7Gyybj65s50a//AIxlP2gLSUyIM0SSTPo1e5ipX8a72HVW03zwYAaabBCiifuDRS9+TP7cd5jv68iVkGBO6xmrcR08hMH6QKGG2K1LWbottkyNSulwmYRtXMSCmXdy+4TpPP7Ofzlao1m7sScHXF2dS6JpBddyyAhfzxtv7sPnrfeZ52OmtsjYtMrvIuLj40pXebNvj0+/LuUiUhY6yVH2IZrPaz9HkW/XnWnvrWHR7D6WU9psvBj7yipWLPCnpTaRvUue5OmPAkkub1YLw8H12Fv5H855ggLDDE6yA70n3MGgeqmF0RD3/UtMumcqE6e8wcakagOwSKZebjQYnor21/Ee1ws86x9UnBjrt7FoKARuaQJvvfUWQUFBegaTJ0/mueeeu6V51Fz5fKIiI8mNP8LhU4bNKS10YnRbbNv44GNuvxhNCodDjun3lgE1TQcNYoASbCg4z8/vvMnvbiPxa22MBkDO8WCCEouX+lW7+DJ6VHszBf1K/s4pgoOvGCbJ9nQbNw4/E2fBVNyc0BMcN+Q1qZ0HMXSoGzZ50fzvn2+zvdU4RrQpHb+4nQ3ufv4MdjH+c5nPhYsxJQsNmPZd4TjvPOfOZRlqSxzo2btnscOkqBzzB/968iX29HyVd//aDxfSOXbshIGNAz379dWv8JZz6mveWnyall3NL0mb/McinnhmGT/9eYxTx/fzv5UvMveJjwhKryBNFRdscG3SrCTiVBS3l3df/BrbJ5bx5l1tTVYpq6Ibc7c1acReTihxYpRNSP3LRaTMNSM3kh9ef4JXf4gg364rk99dw78f9K56o0ibNox7ZTXLn/DFTRvP7n8v4NmPg0k1O0j5i9dhb6Vk6kogh47nFdvcwZtxt/tUP+JUXpTrOrfBzWc8M6fcxZQZt9O3JMp2XZ3e9MYNh6di3Fq+xzed2q0zoPH/yreOxqKpEBACtwyB9evX8+WXX+r19fb2Zvny5ahUxqn2LYPh+hQtuMTZs1cpyg9n4zebOG8hpezqgf0EK2sWq5vhN/t+RpmrY847TehJY8G4LR6tW+OSE8nPr/+NDxJnsOgV06WZ8zgVFEhxVpoa5yG3McpCKllBZDDBxmXJHHowbtyQiqlGegqFXDoTTpxhuWZ1k5a00IXyzUuP8u+UmfzrhbGU1LabULPrcBtjfF1KohTpF84b5DJ5yNxhURIJV4zANCRfCCMs4jg7vnqbh2bO5xfX+Sz9v6no1cqNIDzc6PDY4OHRCm3MFt5/eR2uC97ggR7m0uhyCd23h/P5pqulFXH1wEcs2RBezWiRUXAVrq5NMP7tyD1xhJwpi1k0u7cFlsZ21fguOMu5s/kGZ86WNqNuw7c65Wh5GSSnZFJg25mJ//iYxQ/1M7shqVkJ7Nox/vWPWfr4EFqQTUpCCtlGU5htUHqx1vZW0u+CAjmSXWwP+24jGF7ZBkilQ96QI8fe0/m/T77h4zen0P3mLHJXx3o0LJ7U9j2uYyrSXSkBWZanlIUcCQEhYEUEDh8+zEsvvaTXyM3NTV/IrxT0y6eGBHLOEqUv6tAS87+/86RrHm8/N4uAdsYcmTyuHPiK/3tnA+eL7Ok08Q3eeXSg2YmvJiOOOGPOFwWcXfcCd+/MI6P1HJatms9gU8en4CzBQVHFEQ+1I4NuG4VpfX2pFoXElKRhgX3nUYwaaJSt9KniowLi466UTO6L4n9gwbCfaDnsOdZ88hB9Lb0edl2YcM9tLN2zmWQt5EecITIT+rqX77/cuUqNja3yW6EyqS0g8tunmfCtUtfuQMc7XmHlh48bUsaA3ATirxg3mLzGvpUPcdfSZNwfXMXH07qYj0Bhg4dnK2zV0RSY+jHaLA7vO8jlR/vUoBBfjZOTU7GjZuvBqIUrWPLooJLIUTnNanRaGBtJRMniBp2ZcM8oLCT7le23hS9/W/4JbQ7aMXrygJrLYteeu95ag0P/KDpPGlfJAhJlh6W29iaD4MBgwwIGtngOGkg/S69iuSHl1ByBhsWz1u+xOdXkWp0QkEhMnWCUToSAEGhIBOLj43n44YcpKirCxsZGH41p3759QxKx0ciSdy6Ks7a+zHvvI5a+MQ234PeYPsKf0ZPvZ85Dc5h55yhuu+8fbI5vzW1PrGTtsr/Sz4IzYNOsM507OBgiGqC9lo6q/0I++/RFRpukkSlwCmOCSpdWdhjAqJFdzU/kNVcJCTamqNnTfsQILPow2OHVrgNOxn/51A50uOMV1qx+gZHmQjAlVrKhw50zmNip+Hc/bdYJjoeaX6utpIly4DiE28d3wcE4nuK/OHVi7JMrWffxUwwzHdOuGc3djA9quZaUQ6dHVrLyueGVLEVsT5/7X+DFyf3xaupO9xH38/zLsxngrEaTmETNyiBscHZ2xkbdjCGPLWX58yPMRqXK6FfNk/QTxwnVFwYpS2rPZMZwU2+18k5sWg5l6uQBVCdwY7Ynuw6MnT6OzjWKRNTS3llHCAy6Wpw2p3Zh4OCBlmt3jMIWpBB9ZCc/f7mMfyxcwKKtSWVrnzTJ7F/5JHMWLOaPy9UIJRWmExsWyB8/f8PKRW/y/OtrCTVEHo1DNprvmvKsa5blQF3Pe1yuKzmtIwKqpKSk6q8VWUeDSjdCQAgIgRtFQFmBTKl9OXHihH6IDz74QO/Q3KjxrL3frH0r+ffFUbwx15DbnxvHsd3b2RN8iujEXNQuLWjTvT/Dxo5ndM+qV2FKPfkTX3y7l4taT3zGTmfmnd64lS9DuZFQs8+wac2X7Ip1pOuIKdw3eQhe1Zrg5hH60QPc+95BMrUO9H/+R357zb/qeofsKLZ+vZbtEVm4tPdh5D2TGdfXw4xDVsjl3Z/z8cYw8t17MXLK/Uwa4F7zWpScP3h19F/Z4PECG//3AoOqpVsx8NSdS/h7cDeefWkKXWvQrnJzpbHlhTt4bF0MRbbtmbliEytmtKu5XpUPcgPu1tLeNZJEw5UNzzPnkxASzl0kuQA871vN3pX3UhLkywvi/YkzWRaqZvhbW/n+ae9KF0TIPL2DndHpnP3hXZbvuErrBz9j94f31N4JrJE+9flw3bMsq01jfY/LamFtZ+LEWJtFRR8hcAsT0Ol0PPPMM3z//fd6CsqyyosXL7ZyIrmEb9/An1GZ5BfpKPlVSqXCzrkTw2ZMZZCbgkBDcshPfHcornTndJUK+/ajmD19EFW7H1aOsTrqpezkzekP83l4PnY+z/Hjb6/j38DShTQXv+ShsW8SMf1zdv7n7vqfvKZu4YXxj7EuRkuzUW/y87dP4WNu+57q8L/Zz9w0e+cR+fmjTHnzD7K7/I21u/7J2JL3SkPSgWU8PX8VPLOdbx/vbsYBLg8ml91vjmXu5+ncs3wvq2eZXxSifCvrOK9rlgYqjfk9tg7DmtXCGLs2e1MuCgGLBDIPsejubrRv1452+j8dGfTYeotFvxb7kRtCoA4JfPbZZyUOjJ+fH++//34d9t5Qu3Kiz4R5PDJjMHl/ruKDf/2LD1buIKP3VB5+3OjAKLLb4O47mXvanGfDfz5g2ffH0XQbzwNTxYGptmVbjmHBwpl0sVfqYn7l5z3J1W56cx4sJOr37QQV9mTSpJH178Cg4fL2TWyPLULdZDCPvfhQ43FgFIPdNHs70u2uOxnWRE1BXBTnYk3Txmzw9L2DgJ6DGO7fsRoOjFJ+dZbQ0DiKXAbj5+vWCKJedfm3o45Z6kVr5O9xXeJtYH2JE9PADNI4xMnj1LfL+OpYJvkFBRTo/+QSu20lK7fFl83nbRwKiZRWQGDfvn28/fbbek3atGmjr4Oxt6+znJhqE9qwYQP79++v9vN19aC91xBGDm6nXyLX0e9e5o7tZCYf34lm/9/eeUBHVT0N/JfdFEqoScDQkR6KCCQkNOkCCoKCIgIqRaQoXQRBelN6lyYggigC+kcB/URQJIUSaoBQQi8hIQESkmyy4Ttvk92U3TRI2d3MnpOz791339yZ390kb/bemSnsgKrym8z+9hvGvO6Wu1u5ssvYPJOjpsxrY5j4nhsOcVfZuWYLJ9LPOp2rmkYHbmPBGl9ce45mYNNcLJSZlpVRJ/hxyx+EUALPwZP4yNMMdEpLV5PtuTffapfa1KnuAJprXL2eMogl6sxfnKzUmx61M/f3LPaGL75nYnCo64FHWVNZ7UwaazWN2clSB8XiP8dWM7VGhogTY4REGjIiEHvlZ5asPkRYvIoSL7WnXe1iCYG6miB+XryaQ2EZSZDrQiB7CVy7do0BAwYQHx9PgQIFdJnIXFxcsneQTEjTarVMnjyZgwcPZqJ3dneJJzIignhUFHN1pbSpZ5foU2zdepUuc6bTq5Zhv0p2K2Ld8tRl6DRuNiOalCDC9xvmbQ4goZhl3podcWEHUz6dycm6n7NgwusYlbvJdfViCdy2hG+PaSjbcRwzhnqawcrQM0DIrfm2r0SlSoVQxQVz586jpC8DNef44dsgWg16DddMxY5pCfbx5vgTO6p5eFA1c37PM4Ax41uyjaVio5V8js14up5HNXFinodefrxXe5d9K5az5zaUaTWaVRs3smnbd0zvXpuiqniizn7Hwg3HyUTenvxIT2zOAQIREREosS/h4QnV/ZRaMPXq1cuBkTIWeejQIZ0e1apVy7hztveI4kGYUt3ejlIupgLCNQR8vwL/pl8wvHmmEtxmu4ZWI7CkF58u+Ir33aLZv2ASq/yyXFky21Bo7p1k97IR9Oy7hHtt5rNl+ce4m0GAU9TpDUyb/xda92HMm/M+dSzZZ86V+S6IaxlX7NASGqLPUBbFmY1L8XcfSk+TdYJMfYzC8PX246GqLB4edTJOPGFKhMW3ZRdLsKrPscXPq7EBUifGmIm0pEMg/PAaFv90i4pdZ7B0bj8a6P5ZejJw6Q/UqT+F8XN34rN2IT90XEf/mvnxK6B04CW7dPXqVfr168e9e/eStWb+UHlIV7Yt5feXEsg/fPhwzp07p0OhBPV369Ytz7B8++23urGrV6+e+zpoggkNiSNeiX1xMnZiIk+uZ+nJJoyZl4m0r7mvvcWNaFepM9PXqLAfNpqFoyfhuvYr3qmR20/qkRzaMJ/dMS0ZtXkaratlPnVxTgKPvf4b08d8xcmqg1mybCytSmdqCSEnVXpu2Tk/30qBUxfUBPLoUcJKTMTx9awOasfoqTXSzUiWwrjwI3j7PEDl0prGDRxTXMo/J9nD0ho/x9b2GRAnxtpmNCftifJn08Id2L67iA2Tu1Et+f9rdWm8PlrGD3Xq8eXn81m59FfaL+lOecv/35UjRJVtRw8fPiQy8tnWrJT7lQf4/F59ftGiRfzvf//TzVHbtm0ZP358jsxXZoReuXKFvXv36rrqVmKUmgWn/Dlx6gxnzgTi0HYKYzuVSgqyVeo/rJzM6oDK9Bk/nPblU+7/Cr94gD17D3L0zGVuhjwmOk6Z82Sa2Nbhw2XT6abfN6QNJSRUC6rClHRyShkAHO7DN8su0nrCHOS7hWQMn/PQvvJrTNngTIXJ45j60WhiFs+ib/1nrmjyDNoUpvW4TbR+hjtz6pbHAT8yfdQcjlWfwIapfWmYq/mzc8qqBLk5O992lCxRAltVPI8iItEGH2Dl5ii6T+hCxZR/GtI1MtLfG++78RR51RP3Yul2teKLz8/Smj/H1jTx4sRY02zmqC2xXPxpA6eaLGDdyFZp7LdW80KTwSzfVofVU1ay9q9X+LK98s2SvFITqFKlCseOHUvdLOdZILBv3z5mz56tu6Nq1aqsWrVKV9gyCyKyratSm2bw4MG6mBwlqYCjY0FubZ3AwOT1HzRtGdApWf2H2Ev8u+tX9p1SEVGrIy319R9ib7J/2UQmLTtEXN3WtGxUn+YNiqQomKhTXF2aSoWS/XbFPSA0OA5sS+Hs5JBkmzaEv5evIbTrdIabLnmf1FeOskxA7dKYgUt/4uWtC5g5oj+XR8xkbNea5LvvwLX3Obp1IbM3BFKz31q2vdMgnSKdWcZsNjfk5Hw7FCmq25b9OPwC2xbdo+zAL2nhnOx3PBmFqPM7+OqrzZyMd+PNT0fRW5dHPZozvt5c0xSgiUcjXKJPsmndRZoN7s6LWXCEkg1jsYdZYZnCyHzyOU5hswWfiBNjwZOXu6rbUa3vYtZmYlA71+YM/aZ5JnpKFyHwbAQCAwP5+OOPdTcXKVKE7777jqJF82YrzY0bNxgyZAj+/v46fRK2kqkp++4S9r+bVLMg/Lg/p6LeTKr/UMCdAVNGcFKp/+Bgj43u7gf8t3Aow7YVpO/SPQztVI3M5nOKDQkhNCoe1M44Gx58tNzeu5DNT3szt0MZ+ULh2T5uGd+ldqFR79lsbeXNz78FcktTkxr5bTetJpCzwfWZsHkqDV+w8ifmHJpvlaOjzom5e/wYsasW079WWgV1ovDdsoA1uwPRcJgjV20p/78pvFLgJif9LxJj60SZ4iH8OPtnIrtMzncOjPILm3mWqX6989PnOJXplngqTowlzproLATyMQFlG16fPn10W/GU7XSrV69GWdnKzZeynU9ZSVO2sn3//fcoyQX0r5RB/Yk1C+b+H7sT6z+0rqZ/wNPXf/BGlVj/Ifr4RuasecSbK9cytm3WVjG1ISGEaAH7kji5JDxBxwbtYP7Okgyc18oqvxXXMzeX9wJlvXjvI3PRJpf1KNiU90fl8ph5PFx2z7dNoUIUcmrK8PnzGNgovewM9lR1b0HdX8KIeLEaNueOcfyyhlfcYtBoQBV3ix0LVlF5/jyGeuTNlzt5PDVknmUqTfPh5zgVAYs6FSfGoqZLlBUC+ZuA4jwMGjSIoKAgHYgKFSqwf/9+3U9Ok1HSNysBtxcuXND9xMTEmBwydVC/vmbBbv/E+g8GJwb09R9m6eo/ROO/Zzfn6nVn7itZc2AURbShodzXgm1xZ5wLA9Hn2LLgL6oOm49nboZpmKQijUJACGREwK58K8Z88y7NPZPFzpm8SU25zrPY03kWRB3gy07fUKiwDdjXpu/sdbxwVku1Zq14yWSedZMCra4x8yytzvR8ZZA4MflqusVYIZBNBCL/YkLrPqy9VZ2hW/cwuXnyLA/ZNIYJMUoMjOK06F9KfZg1a9boT83iPbUTg75mwRF9/YfCCdu69PUfPhmWUP9BG86Vy1ex115m9+J5/J6RNeoyNOvbC09dtmQtEQ9CCY8DdSknSqoj8f92EUfdR/J1fcWjkZcQEALmTkDt0pDWWSxv9fjEYU6Xa827lRJWeIvWbEP3muZuac7r9ywsc14rGSG7CYgTk91ERZ4QEAI5QmDXrl0sWbIkR2Rnp1AjJwZ9zYLLifUfXFGjr/8wnHmG+g/xxD+F2NAgzpwOTYyRSUczWw21YpX9Y0rgr5bgkFBdgTw7J2cKHVvJ/IttmTi3Zj6tE5EON7kkBKyEQNTl//H1N3fp9vlIaul3qVqJbWKGEMgMAXFiMkNJ+hgT0ARz/uR11C++TDWnpOwpkXfOceF2HCVfrEmlEvJX1RhcBi3C1SSg06dPo9SAMfdXyZIlcXJKXUgykzUL1CWoWLEsPOnAxLWDMPg2mTJaKZB3Hy0qCtpf5ft1cbw5YySSjCxT8KSTELAwAhrObJ/PtgulaTd9Hi3K57csEhY2XaJujhFQ5ZhkEWyFBLSEX/qHrfNG8U7r5rTuNoLvTmt0dmpDj7Hpszdo5tGKDh3b0ax5VybsvETCVStEka0mCdf0cIaEhNC3b1+UNMbm/koZ1K/XNo2aBaNS138oSIO27Sh/5Ee2Hg7T35zJ9xgehIQQB0T+exT7PqPooK8fk0kJ0k0ICAFLIWBPnW7jmf5FP3FgLGXKRM8cISArMTmC1cqERt/h+B+72LVrJ7/8eYo7MfEJBtonbt594M3SwR/x1YF7uoco5aIm+Agbpi7BvdkSumVxj6+V0UvbHOGaNptkV5S4lwYNGuh+kjWb5WGTJk1M6pXZmgWOXu8z9PXf+GzyNGqtnM7btTJZbSQ2hNAHMcSritBg0JcMb+Us6ZRNzoQ0CgErIZC0AcJKDBIzhEDWCYgTk3Vm+eyOSA4uHsuqS8UoodESq010YPQUnt7hlxljWXalDO51VRw/ewe9jxMXfp+QR7HgItvK9LiS3oVrEov0jxo2bMi6devS72TmVzNds0Bdga5fLuTOyE8Z+9Yb7H2zMy0b1KCccxEc1AmVZAymqopQsX49yik5FbQh3A95ikvLkUwd7IkkIzNQkgMhIASEgBCwUgLixFjpxGafWYV5ZdxmXlEEau+yY2Qnhv1wM3HF5Snh/yxi4flWLNv5JR1K3+Pg2llMW7KD0+GO1OnxNu0qmJ8DE/XfMoav8uHJ0+yjlCDJBqfWo5jb7+VMBFNbH9fspmlN8rJSs0Dt7MWwdb/gvnMLP+87yIY/1nD9XhgRMXHEJ/8OwbE9c/ZvpF8lNcSF8kDbhs+m9EOSkVnTJ0dsEQJCQAgIgbQIiBOTFhlpNyagdqJu7WrYk+jExF3n15/KMGrTLDqUV5yVcrwyZAW/dR9JYEhBKruVy3S1cePBcq5FG34F7z//4F7yB8JsGc6eGlUHkmXfyEq4ZgtCKxWS5ZoF9mVo/M4Y3U+mkKgr03XWVBrXTKvCd6akSCchIASEgBAQAhZDQJwYi5kqc1BUReFChUjKBqGmVu/R9GuQct9+gVLVqFfKHPQ1rYOD25tMWexBbJa9DdPyklptKFi5ClnPE2MdXJM4yFFqAjles6CgG828Uo8q50JACAgBISAErJeAODHWO7c5YJkaW1t1Uv0K23K4e75EShcmB4bNZpF2lZvxVuVsFvpc4qyD63MhkJuFgBAQAkJACAgBIZAFAuLEZAGWdAWVTdI6jPDIPgLmwlVz6icW/XKO6IxWqZ7e5eTDeIgP4fhPXzHt71RB50ZoVBR9uQdDOtfIcKXqypUrHDx40EiCNAgBISAEhIAQMHcCSqr9Zs2ambuaVqGfODFWMY25Z4RNRs+quaeKVY1kLlw1N7z5bvnmLMQLBeP9w3K8M5wNe2oMacGgzjUy7NmnTx8uXryYYT/pIASEgBAQAkLAHAkoX8Y5OlraPhVzJJm+TuLEpM9HrgqBfEXAvrwXfYYWz9RKjO/WHRx55IxX9x40dM7Iu1VWYkpnqnbJ8uXLOXz4cL7iLsYKASEgBISAdRCoW7euODC5NJXixOQSaBlGCFgCAft6PfisXiY0jfyLCb/v4kiEMw16fMaXzZViJdnzql+/PsqPvISAEBACQkAICAEhkBYBcWLSIiPtVksgNugQv/rdzKHsZM14vXHZTK04WC1gMUwICAEhIASEgBAQAjlMQJyYHAYs4rORgPYBgX6niSjbiAYVCj+z4JiAHUwZnpW4j8wOpcR9bKF947Jk37pEZseWfkJACAgBISAEhIAQyD8ExInJP3Nt4ZbGcmXzKLqO28ujSh+wfu8c2hd/NpPUJavSvENHIjPKwJVl8SqcKhaVVZgsc5MbhIAQEAJCQAgIASGQNQLixGSNl/TOMwIqCpZwpoSDCq1TSYrYPbsiBb2GsMJryLMLkDuFgBAQAkJACAgBISAE8pSAODF5it/SB38K2b6akRYTNa5d5rLHfQQxRcvh8uy7ydIawIzac5OrGZktquQKgUWLFhEZGZkrYz3rIMWLF2fo0KHPertZ3xcREcHSpUt19hUtWtSsdRXlrI/Azp07KVGiBC1btrQ+48SifEdAnJh8N+XPY7CWOK02yW+Je8jjiLjnEZjFe9UUdS2XxXssoXtec7UERqJjdhFYu3YtwcHB2SUuR+QoD1nW6sTs2bOHhQsXojhqgwcPzhF+IlQIpEVgxIgRuLq64uPjk1YXaRcCFkNAyq9bzFSZg6Ja7t0PQatXJf4hZ86cJUp/Lu/PSEC4PiM4ue0ZCIwcOfIZ7srdW8LDw9FqDX9pcnfwHB4tNjZWN0JMTEwOjyTihYAxAY1Gg/IjLyFgDQRkJcYaZjFXbIjilvdmlv1wLJnTEsPZ7+Ywp8Z0PulcF+fniFPJFRPMchDhapbTYsVK9e/fnwsXLrBhw4Y0rVS2mijf1ubUKz4+nidPnnDq1CmuXbtmNMzTp095+PAhJUuWNLomDUJACAgBISAEFALixMjnIAMCGs6sGczQlYe4cjuMmPiU3eNCDrPy43ZsnFiBKq+PZ+vU6hxetZ0D/icICtcSRAxTAAAgAElEQVTy1LYmvRfM5O1KdqAJYNeS7/njeAC3IrQ8tfdg2PqJtM/ktvDHQf/x+65d7LtRl7Fz+lLLPqUulnVmPlwti5tomx0EZs6cyaVLlzh06JBJcffv32f9+vU5XnVacVZOnDjB9u3bdeMlX30JCwsTJ8bk7EijEBACQkAIKATEiZHPQQYE7KkzcB0HB2bQLdnlriNr8+rx+fToNhc/mwJ00u+asHej65iZtD44hS7vrSDAoQx9MrFjRHv7b9Yu28APP+/jbFg8Bd3HMSzZeJZ5mPdcn4tb4TbM8r3NrOcSIjfnFQE7OzvWrVtHhw4dCAoKMlLj7NmzungNZbVGrVYbXc+uBhsbG15++WXdT6dOnejVqxdRUQkbVENDQ6lSpUp2DSVyhIAQEAJCwMoISEyMlU2ouZhTsGolKqThIheuWIFyWVhFUZdpxaBZa1k5ojmFzMXAPNIjO7nmkQkyrJkQUILnN2/eTJEiRUxqtG/fPqZPn27yWk40Nm3alJUrVxpEP3jwwHAsB0JACAgBISAEUhMQJyY1ETnPHgIqm+yRY5BiR7myZSiU3z+x2c7VAFgO8iGBatWqoWQrU1ZETL1WrFjB999/b+pSjrR17NiRGjVq6GSLE5MjiK1AaDS3L1wiJBOr+FZgbEoTYm9y8dKjlG1yJgTyMYH8/kiYj6fe8ky3sbPDXj6xljdxorFZE2jVqhUzZsxIU8cxY8bw33//pXk9Oy8ozlSfPn10IsWJyU6y1iHrceBeFg3uRt/FfoSnis+0DgszsCIuiJ9GvEmfGds59SA/enEZ8JHL+Y6APBLmuym3YINtbDD9fbEF2ySqCwEzIDBgwACD85BaHSXY/sMPP+TKlSupL+XIeY8ePVBidpTAfnkJgQQCDzix5TN6vjOTs3UnsGlRL6rmx2yYBZszbv0Mml5bxLtvDmHFv3dISNgtnxMhkD8JiBOTP+ddrBYCQkAIGAgoKyBz5syhSZMmhrbkB0rdlvfeew/lPadfSqyOsqVMCeyXlxBAE8TvU/vRe/JJXpq+iaVDmlMmCzGV1kZQXcqTj5duYLr7JRZ8+C4jNvqT87+V1kZR7LEWAuLEWMtMmp0dNtjYZPTxespTs9Pb3BUSruY+Q5aqn7L6oaRVrlSpkkkTLl++jFJjRl+s0WSnbGqsXr06jx7J3v9swpko5gHHt0zig9fb0u6NAUzdfobH2TtA9kvTXOGXiQP5ZO09Ws5YzpTXK1Mg+0exPIkFqvLm9OVMbRPFL18M4JMVvkgaDMubRtH4+Qlk9JT5/COIhPxJwMaBgo4qePqEJ09SuirxSsVg3X7meLRx+RPPM1stXJ8ZndyYMQGluKSSsczR0dFk53///ZcJEyag1HfJydeqVat0DlVOjpHfZGsCtjJzwhp+9zvFSe9fWfn5XH4KMuPNSNpgDnw9nM82XaBC36lM6l6VfLwAY/xxLVCTnlOn07daCH/OGs6ELeeJNu4lLULAqgmIE2PV05uHxtm9gGtZO4i5gK/PRRIqP0B4wA5mz/2Zy4rzon1AWEjSP9Go8zuY2u9N3vxgIpuPm/heSRtPfDzEP33K0/wY1KlM5zNwzcNPgQxtgQSUVZA1a9akmbFs48aNuoxmFmhavlZZXbQUpUvq/+WrsHUuTWnliyazfMVy5ecpjFvpS2Sl7owY1obSOVeuyCwJZEYp9QttGDmhNzVtrrJr6jiWekscWWa4SR/rIWCuf8Gsh3B+tcS+Fi1a1caRhxyc2ZMuvQczpN8bvDHWm9ofvk0t5Su1aF/WjB7KhMV7uBwbhe+WBazZfYhDv69l/KglHEyx10FLWGgIEYrvE/qAB/l1BSfLXPPrB1Dsfh4Cbdq0YerUqWmKmDhxIn/99Vea1+WC+RFQl+vBzM1rmDl6GJ98Nptvv5vMay7m6RnEBm5lxqxdBMUVwbPvADq6mqeeeT/Lalxaf8zg115AFebL8i+XcEBCyfJ+WkSDXCMgTkyuoc5vAxXE/eN5fD34Vdyco7l6+jwPnF9nxppZdC2nxqZ4bTr0G8/kaZOZNLwjVezsqeregrquLtRo6knlu8c4flmTAC38CD989QVjV+wnMh7irv3MnBGTWfbbBRJ75CO4WeWaj9CIqdlKYNCgQfTq1cukTGU7mZLR7Ny5cyavS6N5Eijh9hoDx33JpDEf0q6a6SKnea55bBA/zVvE3ttx2Lq05+2uNWUbWXqToi7Pa326U8shnienv2XON/8h0WTpAZNr1kTAJjg4OGc3N1sTLbEldwhEHeDLTt9QdvUmBlXLj3k0cwezjCIEMiKg0Wjo3r07Pj4+JruWL1+evXv34uLiYvK6NBoT2LJlCyNGjNDFFinv8kpJIOSPCXTrt5YLGltcey7n/5Z0Qz5dKRkZnWn8WdCtK3OORKEq0ZppOzfxkZvpCCJXV1eUn+PHjxuJkQYhYGkEZCXG0mYsH+j7+MRhTpdrTYtK4sDkg+kWE82YgL29Pd9++y0VKlQwqeWNGzf44IMPiI6WkGKTgKQxawQ0Afy09kcuKkvsqhI0e6W5ODCZIWhfi2YtauIAxIcdYsPGv5FdZZkBJ30snYA4MZY+g1amf9Tl//H1N3fp9nlvaokPY2WzK+ZYIgEnJyddxrLChQubVP/IkSOMGjUqxzOWmRw83zRGExJ0luNH/DhxMdiQKCXBfA23A04QlKk9RFoe3wniZnjmqr1rI4MJuhGKcW8tEfcucer4Ka6GJSVnMT0dUdy7eIJjp64SZiwoxS2PD2/jh8OPUPK2qAo1oGHDEimuZ/Yk6v5lzpy9RnhGqmVWYDb2i74fxPXQDEAosZ+PbhJw5jIhmfp+oABuDRpQxlZRVMOVX3/gt6sZj5GNZokoIZAnBHQf+TwZWQYVAikIaDizfT7bLpSm3fR5tChveik8xS1yIgSEQK4QqFmzJqtXr9YVvDQ14Pbt26lWrRojR440dVnanpWANpTjPy1jyZqf+PtsMFEJT/dU8OxG3/796NWhLvZn1/HZIH9e+2UllYsmC4CPDedG4DnOnQ8k8GIggYGBXAg4y/nQxsz4ey19iidXSnFuAjkXcIELgRe5qPQ/f46zATepMmo3P37qhF5yxIXdrFq4jI2/neBeDDiUa8nopcsZ0dQpuUAgkkv71rBw8QZ2H79NFIWo0mUa65b0xc1ksZdQDv76W8IqjJKIsUY96r2gHzWV6DROIwL3sm7pEtbuPM69uELU6jWPjXPfJL1F/UdHfmD1/msJjlphN974qDM1s+vfT2w41wNO4n/yNGfOnObUSX9OnL3Di8N3sXNswzRr3sQG7eDzfp/x/dknOHl+xLzlX9CxfPrf6hWsXZvaBVUEPY4nPuwgv/5+gZ5D3CSeKI3PijRbBwFxYqxjHq3ACnvqdBtPnaz9z7ICu8UEIWAZBNq1a8eUKVN0P6Y0nj17NlWqVKFLly6mLktbVglo7/DnzIF8usKPsEI16TTic95uVp2ShHHlyB6+m9CJFdMqUCjsMqG1PmdMyaQ/ntHH1zFu6X9EFbTjYcBBDgY80K1uKCoUesUDj+T5irV3+W32BHbcdsTu3lH+/O8Sj/Up7B3q0ctDX59Fy+398xgxajH/3I4zyIu5eYAl87bS1n0YdfQP/9q7/LN4FCMX7OdGQlEw4AmXdy9jU/duzGlvIqlA6CH++Os2CYknVRStVo0qJp0dUyC13D2wkOGjFnHwpiZRtwgu7PiRP4d0ZmDVtByAKE78toJFK86jQUWJzvPpnYTR1ECZb3v0G5+1Hsqm608MrPQ3n/nz/zj1SUM8TNqn5dbfO9h5NmFF6r7PWuaub0PLyc0pqBdg4l1dsipVFG/tdAzEP+Hon38ROMAtaU5M3CNNQsDSCch2MkufQWvSP7v+eVgTE7FFCJgRgcGDB/Puu++mqdGwYcM4ceJEmtflQmYJaAneu4AvV/sRSklajVvF8s9706GZBx7NXqXnyEV8v/EL3GODuPlIhYubG1X1DgRQoEF/Fn+7ntUrvmHzutG0KqQf1wG3xh5UTP5Mr36B1yauZ92KJaz64Xsmd3JB/2BgX96TxnWUJ20td/fPZtCQxRwr6MkbvbriXlr/HaiSFSuAC08Sx9CGcGjhMAbPO0IBjy68/aobRfUC44K5fPkWpnZ5PfI7xOH7+tz5Drz4YmVMb2DU25L0HuazlOFT/Kg1YhETu1Y2rD7EP40mKjqd3EWaCxw/di0hy6WqEA29PCmVXf+H7F2o9koX+vT7gO4tqlBEzwClfNphvHWBP0k2JB2pca7pRtVC+hs0XL+a8VY87CpRuZJ94tzFE33yEP9dNUU6aSQ5EgKWTkD/W2Lpdoj+QkAICAEhkMMEbGxs+Oqrr2jcuLHJkZQA/969e3P79m2T16UxkwS0wez/5X8EKQHuBV6iVZtqRt/CF2/QjzEfuFNIVZA6td2MrhtG0mqTYlrsK+Ph4ZbmNibsSlHmBcfEB2FbnBs35mVHiDy1ns9Gf4em80J+2beDbxYtZtxb+hUaRUcHHHQ+TTQXtn3BqJUhtJ6zjV9/Ws2yJZ/wanH9o8ZT4rRajN2KaAL8lS1giVqr7CjjWtbgjBhsMXGgvfM7c6f8Tb0py5jU93UaViyMjV5M4XKUL5vMu0t1v+biIQ4qKxfKy+ElvLzKk9y/S9U9a6cFPBg4fwlfz/mKFVt/YE73SujdPmLOcNw/OGleUkl2bPIpi7/uzUvFFG4qChQpimNGzpW6GGXLlTGMEf/kBMeOP0hzjFRDyqkQsEgC+r8sFqm8KC0EhIAQEAK5S8DBwYH169dTrlw5kwMHBwfrHJnIyEiT16UxEwRir3H5cmTCNiTtIx6aDMS3p1aLFtQuXA03N2dDzEpq6RHnAjiXGBxuW9oDj3rpbEqKPs+JE4lbulRF8WjsjuODf1k8fhG32n3NNzPfoU5RZQQtT54k6qf4MDWqUcUBHh/9hi9mnaXR9BXM6dsAJ+XBWxtHbDLnxNnZxdg50d4j4FwQie4E2JamdOnMrMNoOLdrBw96zGRUy1KoY29z9uxVw0pPgTq1cXNMTUR/Hsvlfw7gH52wd86hpieeVdJ2ePR3PdO7XUU69exMDb34+ChdjFLadc4cqdVjOjMGvISDqjD16qbjpBoUssWlVKmkz0F8JGcDAvJhLTUDEDnIBwTEickHkywmCgEhIASyk4BSF2bz5s2klbHszJkzDBkyhPh4fXBFdo6eH2TZYa9/4I05zW+/HDaZMte+ckUqlnKjdnWTwRVAFKdPnCBMNw0qins0plGKgP6ULGOv+uETkOBKqAo3pLG7in8XT2NHyeEs+LILlfQ6aS4ScDYkMX7FgWqNGlAp0psVUzbCgAXM6eVm2AoWeeo0ZxIdBRxqUKuGCQU0QVy9kuyRXl2C4sUyWnpQdLenzuC1rO5fJ2ElKuwYx07oY1AcqN6wYcqtc8nN1Vzg//44SoJq9lRu4oVu51zyPtl4XPjlpjStoAcYx52Ll7iZ7m4vG55qtVC8GR3bVsrECpEdpZ2dDCsxSpayO0FXCZYkZdk4iyLK3AiIE2NuMyL6CAEhIAQsgICbmxurVq1KU9M9e/Zw6NChNK/LhXQIFKhCnTovJD6Qaji/YSozf7lmWGEw3Fnideb8Po32utURQ2vSgeYcR/z0MR+FaejhTuocYkmdtdz28eZE4qqNQ10P6t5aw7wDtRg//UNeSraiEXvzGEfPJa6b2FfEy7MKJ1fPYne5Mcwe4kGSOtGcPXKEG4n+iX0lD9xNpf56co+7d/XLNYBNUYoW028KS9Iwo6NHx45wJDzRcbavgKdH7TS3zkWf2cueo4kOj20ZvDxfTntLXkYDZ+Z64Xq89JJ+qx5orgRxNZnfZiQiOoBDh65QvmsvXq+cuU1uDo6OGEJpgNjbt7mdrqNkNKo0CAGLIiBOjEVNlygrBISAEDAfAq+++iqTJk0yqVCfPn1o3ry5yWvSmBGB4jR/6y3qJT6Rxsec44fxo1hyOHUJwwIULeGY5rf0sZd98D4blTCYQz0ae5RJ2m6UWgVtCL4+R4nQ+QAOVGvowuFl/1Dv8/F0TZGjWEuInx/HnyQ4C7YveNGowFbm/V6ZkV+8QzX9YoMiX3OFI77nE7eJ2eLq6Ul9E7vZYkPCCNcmOh/KfSp77B2y+ngSxUk/X/S+kO0LTfB6Oa0taY84vPMXTiX6YSonT7wamciYlprRc50XpXqNarqClIqYuNA73DG5TVC5quXen5vZfr0pAz5snY7jmVIhdSFHihoCb0AbGpZhbZ6UEuRMCFgWgaz+lbAs60RbISAEhIAQyFECSkayt99+O8UYSuC/knJZSQQgr2cj4Ojen8/er2P4Zj0u5D8Wjp7E1sBMVT/UPQjf8vHGX7+yUr0x7unFfDw6go9veEIcjn1ZqoT/xd9VRzGqvWsqx+chR3z8eKTzOVSU9HiRW2v+h+uw0XQun3ILmPaOLz4nDZ4Cnp4NMeUqPI2OJkUSMRtbbO1SysqQouYcfn5XE2NAVDh5eeFuYueaIkd7bTc/7Lps6Fvc04vGafTNcNxMd7CnYsWKhvkk9ja309pP9uAQq5buoXS/EbxTI3OrMDo17OxSOLTxEVGJ2+UyraR0FAIWRUCcGIuaLlFWCAgBIWBeBBRHpX379galypQpw7p167A3BHUYLslBVgioXWg9YgbDvEoa0uZqLu9g6rhleIdlQpD2Pj7eR4nUORv2lG/sQe20QmeACH9vvBNTHKscVJwPLMaHQ9sapxyO8MfHNzEeRlUEN/zZRW8+faNiigdoRcNQPz+OJSiAqpg7nh4lTCuu1SbG1yRefhrP0/isBXPEXjuK31m9w1Scxl6emB4tjEMb1rPvfuLKj6owjbw8cc6iz2TakPRbC5QrTwW9TxJ7k7vBybbQ6W/VhrB/yQx+sH2fcf0aGmKL9JfTe7extcU2xfcGT3lqnAouPRFyTQhYFAFxYixqukRZISAEhIB5ETh//jzDhw/XKVWgQAE2bdpEqVKlzEtJS9WmhCfD5nzJG4aI+ngeeC/li/l/cC+jZ/yHvnj7PkxYWbF1xsPjZZKFtaQiEs1pbx9uJsZoxEeGUa7LR7xW1vjJPvqMD776jqrCBPkH025wd6rpH84NksN1KzYJISoqCr3sReO0irA42Bu2WSXcHkdclmI5tNw/4suJxAQCqsKNaOLlkmoFKUHyY7/1rPAvSm29h+PwEp6eZY0cMIMZ2Xhg5/oCpfWc4qMJD3uYKgWylnt/LWTGj4Xp/+UQmmR1dSg+PmVhTXt77OUpLxtnUESZGwH5eJvbjIg+QkAICAELIRAWFkbfvn3Rp1NevHgx9erVsxDtLUPNAjXeYfqcgTTQV0uMjyJg4xxW/pv+cszjo8lWVoq44+GeFG5vZLnmPD4+lwwpju2rd6d/j5omHuw1BPr6cSlxwYO4ENRNB9K3gYnYk8gT+PrdM2Qwq+vVOGkVIpUC6mJFKZLcX4qPJioqWYxMqv7Gpw854nuUx4m3ONT3wrOc3ltI1vvxEdbO96Veywrcf5jQ2cHNC68XkwfyJOufzYfqEi6UMgStaHn0KKUTo729l/kzf8d1+FQGe6YzX2no9TQulthkKy+2JVJxTeM+aRYClkpAnBhLnTnRWwgIASGQhwTi4uIYNGgQV69e1Wnx6aef0q1btzzUyFqHVlOq9WhmjWyBc+J/7PiYALZt2s3VNFdjojjh7c1t3W4lFYUaeOCRzn6p2Ku++OiLPqoK4fF2T5qZWgWIvYGf72mDs6NybEjP3m2Mt5wB0QG++OrTbzlUo3Hj6sb1YRKnLOXDvRK0EkHE4zSNM57oCH/8/EINDlNtLy+qGvkwYRxaPouD9QfTIPQod3Rs7Kni6YlbOtvsjAd7jhZ1SZxc9N5aPI8eP0paOdFe55c5szhUZzzT+r2UpW1keo3inzxJ3D6Y0KIu5ZIr2+T048u7EMhtAuLE5DZxGU8ICAEhYAUEZsyYwYEDB3SWtG3blvHjx1uBVXlowuOL+PhdwXSJUEca9J/IsFeS4mPC/t3Pv3fSeNCPPoO395XEwHUHajd2T3MVRMmEddfHh+P6rViOTejUwbTDoQ3xxfeYvg6LCqe2Pele15QHoOGKny/nE1ds7Mt74mmyXyJvu4pUTJ5G+GkY4Q+TLSlkMC3RAUc5ot/iZl+VJl61UjlMWm7v+YoZPp58NqAg/t6Jaadty+LlVT9nUysn111dkhIl9E6MlojHkYnbyaI59/005l9qz4zJb1HFyAFLLiTt45hHD0lcYFJSvOFYvgKG0jRp3yZXhIDFEhAnxmKnThQXAkJACOQNge3bt7NixQrd4FWqVNHVi1Gr9Q9neaOTpY8a5f89E77ew7W0YkEK1qPXoLepnrjzKT7qKteumS40ornsi7ehjktlPNxrpHqoT07rAX4+folbsVQ4eraldUXTT9EP/Xzx0+/Zsq1AxzfaU87UtGvv4Od70pBauZSnJ2lmO1ZUsa9IjeouSYUa4+5zP+RJciXTOY7l+vFjBCY6TLZlvWj8Uso8zlEBm/ly1nnaTRhCg9s++FxM6KxyakzjhqbypaUz3PNcsnOiRHE9sHgeRkTwFC33D87ns1WxfDBnDK3TihvKcNxYgkMfkJSp2oHq1aumWScnQ3HSQQhYAAFxYixgkkRFISAEhIC5EDh58iQjR47UqVOkSBE2b95M0aJZ379vLvaYhx6x3L14kWvXbnBTH29iQrHi7u40KJ74b9umAA4OKVJRJd4Ryw3vw+gzG9u6NqZxvcSH+gf/MX/wJH69lWwFJ9wPb9+whG1NKkc8W7ekvEkfJoLjvr4kJjDDvmpHXn8ljdKZYUc5ciwyUWYxPDzdEwpgPjrCsqET2Hkj2fg6rQtS96X66MN+iI/l3t3biStJJkCkaHrEmTNnSMgkraJ4w4a8nCyDgfb2H8wZs5KYvtP42KMAt/x8OaNjrMKxYSMa6rbNabn5+0IW7rmZKtBeP9Ajzu6cw5AeHWjz6lt8NG0Lx+6ntkHfN713BxwdCyVlm3sSycOA7/li4j/UmzSLfvVMxBalJy7FtTju3LmdlOXNvjz16r6YjvOa4mY5EQIWSUCcGIucNlFaCAgBIZD7BIKDg3WB/DExMboaMKtXr0ZZiZHX8xKIIfDCBaLuHOXI6cTilGmI1LsttmXqUa+6ia1c2lCO+B0noRaliqINGlBfWWzQXOHnaRPZW7I5jV/QrwZApL8vPvcSUv2qCnvQskV5EwH9SpDLaXx9byU+JNtTtW1bGidzFpKrG3nqBP6J+5pUhRrg7l4SdfRldk3/kn2l29KsTNL4CfepcW7sScPC+keSGIKuXjfE3iSXbXQcfYVLlx4nxpY4UKNWjQSHSTH5+h/MHjqWv2t8zowP6lKYcI4fP5HIxoEadetQWg2Rpzcwad4ZnKqUNpnRLOSPOQz+dBHbDx7ntP+/7Fo2hr6Dl+ITbqRNBg1qHIsUM6w4xd0+wIwxG7AdvIiJHcuaHDsDgUmXtWHcvHHX4MQoRUg9U61IJXWWIyFgHQT0fzGswxqxQggIASEgBHKEgEajoX///ty5c0cnf9KkSbRp0yZHxsp3QjXXuHjxPnExAezc+AtX0thSdv/Qv/gqOYtVxWjcqyctTC2ARZ/h1El9wLgtLi+8QOHIC/w8YRBz73Vnzrj2ugf3BMbRnPbxJmFXmopCjV6hRRpbyTQXfPHVpyVzqE7bto3SiCWJ5dq5AG4n7nRTFXGixNNTbBw7gK9CezB7dGsMse3JJtquwiu08ihsWKUID7qSqFeyTqYO44K5e0sPTEtI0FnOnvfnz2+/5P0eH7PD8WMWTu6Kzqyo8wQE6B0eNS4upYm//huzPvsOxyFf8G51U0tQUZz652+uxCTPlhbH/UNLmb81IJOrRXrFbXB0LILeEY06cZTIN+Yxp1etNFjq78vEu+Yily7GJDpztpRp8QoeppIzZEKUdBEClkJAnBhLmSnRUwgIASGQhwS++OILfH19dRq89dZbDB06NA+1sbKhIy8SqAvqiOP6rikMHb8B75vJV2SiuXVoJeOnbeVKnD2VXv+CaQNeNvngq314m9v6PV9ouPjdaDq1f4vpQW35auHHNEzu+Ggu4usTmLDioSpAg1dakDy+PolyLNcN27DAvnILWrycMu4kqa+GO7dvGR7u4+78yJAmnfnqVkfmzn2fOmntmLJ7kVdfe4WSiU8lMefPceFRktQ0j2xUqG31jzIaLmz+hFdbvMp747/lUvVRLFvwUeKWMSDqLndu6QtMPuGfZe/T8Y0vCGw7k8ndXjS9AoUal1KlMQyhVyT+MUf++Y8bev9J357uu4qCBQsmOGq2LrQYtYT5AxoYVo7SvTWDi7E3L3DekNygMq++1oI0NvtlIEkuCwHLIaD/zbccjUVTISAEhIAQyFUCGzduRPlRXkodmAULFui2k+WqElY8WPSlQC7aetBv5lIWftGNkr4zeauZJy279KTP+33o0aEFr7w9ld13XuCVwcvYtOgD6qbhDKiLVaZyBYfEFQ2IfxKOzUujWLN6DC2TbSNTcMZe90lKrexQnxbNq5h+kNfex89Xv0XNnvLNmpGmD4MdruUqUFD/dKFyoEK7caxaMZrmppZgDPOqpkKH7rxeyVbXEv/4BP6nTOdqM9yiHBRoRJv2L+KgH0/Jy1WwEq2HLuO7lcNoknxMu2IU13tJxPMkOJJK/ZexbETTdFIR2+PWczRjuryEa1FnqjXrycjPelG/kArtvWCCsxQao6ZQoUKoVcVoNHAhi0c2M7kqlcK+TJ6En/DnlC4wSEmp3YPuTZN7q5kUIt2EgIURSPhrYWFKi7pCQAgIASGQOwR8fHz4/PPPdYO5uLiwadMm3bfJuTN6/hglNqoQjUbP4Iu+9SjAO7w34BOO79/H376nuXwvimJuben3xks0ad2eljX0pebTYFO4OQqGYpkAAA8ZSURBVJ8sXkihzQe4Gl+Keq3fokeH2pRMHYYC2FUdyNYrA9MQlKxZXYZeay/QK1lT2of2uPWZyoLI9fx1swBVmr3B210a4ZqZepLOren9XmN2zPyPR5ob+PqeJrq1Z/oZttQudJi0nm/Kb2Lf+ccULl+P5q91oW0dF2OHrEgrhs6ZhGrnWWKca9L8jZ50ru+cYSyKulRzhq3+k2F6oyP/4OG2H7lQoEAK50l/Oe13NUUrvMzrn/Rg+Nj2lDUxJ2nfm96VMPx8jiSkV7Yty2t9u1PPRLhUehLkmhCwRAI2wcHBmU/GbokWis5CQAgIASHwTARu3bpFu3btCAkJwdbWll27duHh4fFMsiznpigC9m3lYOAjYuKeYvgHaWODXaFKNOnelQYlFWu0hPht54fDt5OqpNvYYF++Bb3eakBarsaWLVsYMWIEEyZM0L1bDpdc0jT0/5j41oesDYjBrt4IfvrfBDzT2rmWSyqlHkZ7dT3vt57I+bfW8n9fdyLPQ08e/Mbo9gP57no8xVpM5OfNw9J0YlxdXVF+jh8/ntosORcCFkcg2QKsxekuCgsBISAEhEAOEYiKiuL999/XOTDKEF9//XU+cGAUSwvi9mo/+ndvSPTB5cydPZu5y/7kYa2ufPiR3oFR+qlx9ujCa2WusPXruSza5o+2anve7Zq2A5NDU2VdYp1aMWRUD160h5jzv/Lz3yFmZl8sgXv34RNbg86dm+e9A4OWG/t+Yd/NOFRFGjJwzPtpOjBmBlLUEQLPTUCcmOdGKAKEgBAQAtZF4OnTp4wePZpTp07pDFOykr333nu5bqSS0tnf35/4+OSZoXJHDXvXRjRvWE6XDrdA4zfp27oSxmEoBSlW2AFV5TeZ/e03jHndzeS2rdzR2FpGUVPmtTFMfM8Nh7ir7FyzhRPJcxzksZnRgdtYsMYX156jGdg0FwtlpmV31Al+3PIHIZTAc/AkPvI0A53S0lXahUA2ExAnJpuBijghIASEgKUTWLlyJdu3b9eZ0bRpU6ZNm5YnJv3444907twZxanK/Vc8kRERxKOimKsrpU1l340+xdatV+kyZzq9apnZnqfcB5Z9I6rL0GncbEY0KUGE7zfM2xyQWMwy+4Z4FkkRF3Yw5dOZnKz7OQsmvI5RuZtnEfpc98QSuG0J3x7TULbjOGYM9TSDlaHnMkhuFgJZIiBOTJZwSWchIASEgHUT+Pvvv5k6darOyPLly7N27Vrs7Ew9wec8h3379lG1alXU6myLgM6C0lE8CFMq2dtRysVU8LeGgO9X4N/0C4Y3l2S2WQCbua4lvfh0wVe87xbN/gWTWOWX5cqSmRsnE700906ye9kIevZdwr0289my/GPc0wp6yoS87OoSdXoD0+b/hdZ9GPPmvE8d8aOzC63IsRAC4sRYyESJmkJACAiBnCYQFBTERx99pFv5UFLBfvfddzg55c0D+rlz53R1aapVq5bTZpuWrwkmNCSOeCX2xcnYiYk8uZ6lJ5swpv/LJraZmRYprVkjYFepM9PXLKH/i2dZOHoS2y7kxb6ySA5tmM/uB/UYtflXvh3biarG+wqzZlg29I69/hvTx3zFyaqDWbJiLK1K54Wjnw2GiAgh8BwEJMXyc8CTW4WAEBAC1kIgIiKCvn378vDhQ51JS5cuxc3NLc/MW79+vW7s6tWrJ+igCeXyKX9OnDrDmTOBOLSdwthOpZLS42pD+HflZFYHVKbP+OG0L59y9Sj84gH27D3I0TOXuRnymOg4LSl2qdnW4cNl0+mm3yOkDSUkVAuqwpR0ckqZrjfch2+WXaT1hDnUzEzq4DyjaPkD21d+jSkbnKkweRxTPxpNzOJZ9K2fm/nACtN63CZamxHKxwE/Mn3UHI5Vn8CGqX1paCp/thnpK6oIgZwiIE5MTpEVuUJACAgBCyGgBM4PGzaMCxcu6DRWgvqVWJS8eim1aZR6NMorwYnRcuvnqQz8xo+7l64SooFSmrYM6PQmznolYy/x765f2XdKRUStjrT8pDY6/yL2JvuXTWTSskPE1W1Ny0b1ad6giHF9D3VpKhVK9m123ANCg+PAthTOTg76UUAbwt/L1xDadTrDTZe3T+orR9lCQO3SmIFLf+LlrQuYOaI/l0fMZGzXmjhmi3QLEqK9z9GtC5m9IZCa/day7Z0G6RTptCC7RFUh8IwExIl5RnBymxAQAkLAWgjMnz+f33//XWdOx44dGTt2bJ6ZdvjwYfr162cI5k9wYtSUfXcJ+9+N5sLaAbwx8Q/Cj/tzKupNWuvjAAq4M2DKCE5+vBwc7LHRWfCA/xYOZdi2gvRduoehnaqR2dxNsSEhhEbFg9oZZ2e9c6Pl9t6FbH7am7kdyiStAuUZrXw0sNqFRr1ns7WVNz//FsgtTU1q5LdVME0gZ4PrM2HzVBq+kHKlMR99EsRUIWAgIE6MAYUcCAEhIATyHwHFeVFqwCivGjVqsHz5clSq3A2XVLKPKTEwSgzOunXrDJNgY2PDiy++aDiHAlTt2IEmc/+P3bcDuXQzltbV9A9zakp5tMOrhjcqz4q67V/RxzcyZ80j3ly5lrFtXbLkdGhDQgjRAvYlcXJJeFqODdrB/J0lGTivlXwDnmxWcvOwQFkv3vsoN0c0o7EKNuX9UWakj6giBPKYgDgxeTwBMrwQEAJCIK8InD9/nqFDhxqG79GjB/v37zec5+RBTEwM165d0zkvJ06c4MaNG0bDVapUCQeHZFu5lBKTLrWpU92B3f7XuHpdAwYnBqLO/MXJSr2ZVVtxOqLx37Obc/W6M/eVrDkwiiLa0FDua8G2uDPOSiB39Dm2LPiLqsPm45mbIRlGVKRBCAgBISAEFALixMjnQAgIASGQDwmEhYXpAvkjIyMN1s+YMcNwbA4HhqD+5MrYV6JSpUKojgRz584jtBROWGHRnOOHb4No9ckwXJXdX9pwrly+ir32MrsXzyNhs1xyQamO1WVo1rcXnrpkbFoiHoQSHgfqUk6UVEfi/+0ijrqP5Ov6ZpCaKpXqcioEhIAQyI8ExInJj7MuNgsBIZCvCcTFxTFo0CCuXr1q1hxMOjEUxLWMK3ZcJjQkGC2uqInizMal+LsPZ151/fayeOKfQmxoEGdOhybGyKRjrq2GWrHK/jGdB0RwSCjKmZ2TM4WOrWT+xbZMnFuTAumIkEtCQAgIASGQewTEick91jKSEBACQsAsCCgrLgcOHDALXdJTwnSNGDUuLsr2sEAePVJWYiDi+HpWB7Vj9NQaCRnJFKHqElSsWBaedGDi2kEYfJv0BjRc0xIach8tKgraX+X7dXG8OWMkkozMAEgOhIAQEAJ5TiB3ozfz3FxRQAgIASGQvwls376dFStWWAQE0ysxdpQsUQJbVTyPIiLRBh9g5eYouo/qQkX9IozOuoI0aNuO8kd+ZOvhsCzaG8ODkBDigMh/j2LfZxQd9PVjsigpdXdb24TvDvXvqa/LuRDISQJ2dnbIZy8nCYvs3CQgKzG5SVvGEgJCQAjkMYGVK1dSqlSpPNYic8ObXokBhyJFKaqK53H4BbYtukfZgV/SwpAGOUm2o9f7DH39Nz6bPI1aK6fzdq1MVhaJDSH0QQzxqiI0GPQlw1s5ZymzWZIGxkdK/R0lE1v37t2NL0qLEMhhAgsWLKBgQX1e8hweTMQLgRwmYBMcHPw0h8cQ8UJACAgBISAEso1A1KFpdOy5jMAXOvDlqsV83KhEmrK1Id6sHPkpXx8rSps3O9OyQQ3KORfBQZ1QScZwo6oIFevXo5zyfBftw6zX3+F753F8v24IEstvoCQHQkAICAGzISArMWYzFaKIEBACQkAIZIaATaFCFHJqyvD58xiYjgOjyFI7ezFs3S+479zCz/sOsuGPNVy/F0ZETBzx8clGc2zPnP0b6VdJDXGhPNC24bMp/cSBSYZIDoWAEBAC5kRAVmLMaTZEFyEgBISAEMiQgPb+MQ5efoHmnmV1RS0zvCGrHaICOHSiCI29yueM/KzqI/2FgBAQAkLAiIA4MUZIpEEICAEhIASEgBAQAkJACAgBcyYg2cnMeXZENyEgBISAEBACQkAICAEhIASMCIgTY4REGoSAEBACQkAICAEhIASEgBAwZwLixJjz7IhuQkAICAEhIASEgBAQAkJACBgRECfGCIk0CAEhIASEgBAQAkJACAgBIWDOBMSJMefZEd2EgBAQAkJACAgBISAEhIAQMCIgTowREmkQAkJACAgBISAEhIAQEAJCwJwJiBNjzrMjugkBISAEhIAQEAJCQAgIASFgRECcGCMk0iAEhIAQEAJCQAgIASEgBISAORMQJ8acZ0d0EwJCQAgIASEgBISAEBACQsCIgDgxRkikQQgIASEgBISAEBACQkAICAFzJiBOjDnPjugmBISAEBACQkAICAEhIASEgBEBcWKMkEiDEBACQkAICAEhIASEgBAQAuZMQJwYc54d0U0ICAEhIASEgBAQAkJACAgBIwLixBghkQYhIASEgBAQAkJACAgBISAEzJmAODHmPDuimxAQAkJACAgBISAEhIAQEAJGBMSJMUIiDUJACAgBISAEhIAQEAJCQAiYMwFxYsx5dkQ3ISAEhIAQEAJCQAgIASEgBIwIiBNjhEQahIAQEAJCQAgIASEgBISAEDBnAuLEmPPsiG5CQAgIASEgBISAEBACQkAIGBEQJ8YIiTQIASEgBISAEBACQkAICAEhYM4ExIkx59kR3YSAEBACQkAICAEhIASEgBAwIiBOjBESaRACQkAICAEhIASEgBAQAkLAnAmIE2POsyO6CQEhIASEgBAQAkJACAgBIWBEQJwYIyTSIASEgBAQAkJACAgBISAEhIA5ExAnxpxnR3QTAkJACAgBISAEhIAQEAJCwIiAODFGSKRBCAgBISAEhIAQEAJCQAgIAXMmIE6MOc+O6CYEhIAQEAJCQAgIASEgBISAEQFxYoyQSIMQEAJCQAgIASEgBISAEBAC5kxAnBhznh3RTQgIASEgBISAEBACQkAICAEjAuLEGCGRBiEgBISAEBACQkAICAEhIATMmYA4MeY8O6KbEBACQkAICAEhIASEgBAQAkYExIkxQiINQkAICAEhIASEgBAQAkJACJgzAXFizHl2RDchIASEgBAQAkJACAgBISAEjAj8P9pQQnwIyZkCAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "result = r1_avg + ((5 - r2_avg) * sim1_2 + (2 - r3_avg) * sim1_3 + (5 - r4_avg) * sim1_4) / (np.abs(sim1_2) + np.abs(sim1_3) + np.abs(sim1_4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测打分结果： 4.047032197970447\n"
     ]
    }
   ],
   "source": [
    "print('预测打分结果：', result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 越界问题"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "预测打分结果： 4.047032197970447\n"
     ]
    }
   ],
   "source": [
    "# 评分最高5分，最低0分\n",
    "predict_rating = np.clip(result, 0, 5)\n",
    "print('预测打分结果：', predict_rating)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
